Add and run evaluation comparision and move evals to scrpits folder

docs/embedding_comparison.csv

@@ -0,0 +1,11 @@
+,OpenAI,Base Arctic,Fine-tuned Arctic
+0,"{'context_recall': 1.0, 'faithfulness': 0.0, 'factual_correctness': np.float64(0.67), 'answer_relevancy': np.float64(0.9798966352038251), 'context_entity_recall': 0.9999999966666667, 'noise_sensitivity_relevant': np.float64(0.5)}","{'context_recall': 0.0, 'faithfulness': 0.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.0), 'context_entity_recall': 0.1999999996, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 0.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.812980950807575), 'context_entity_recall': 0.0, 'noise_sensitivity_relevant': np.float64(0.0)}"
+1,"{'context_recall': 1.0, 'faithfulness': 0.8571428571428571, 'factual_correctness': np.float64(0.62), 'answer_relevancy': np.float64(0.9710186678865266), 'context_entity_recall': 0.8999999991, 'noise_sensitivity_relevant': np.float64(0.16666666666666666)}","{'context_recall': 0.0, 'faithfulness': 0.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.0), 'context_entity_recall': 0.0, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.818210604470556), 'context_entity_recall': 0.8749999989062499, 'noise_sensitivity_relevant': np.float64(0.6)}"
+2,"{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.32), 'answer_relevancy': np.float64(0.962952166791465), 'context_entity_recall': 0.999999995, 'noise_sensitivity_relevant': np.float64(0.07142857142857142)}","{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(1.0), 'answer_relevancy': np.float64(0.9245964216906574), 'context_entity_recall': 0.6666666644444444, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.15), 'answer_relevancy': np.float64(0.8934791921420707), 'context_entity_recall': 0.999999995, 'noise_sensitivity_relevant': np.float64(0.8888888888888888)}"
+3,"{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.9999981405579151), 'context_entity_recall': 0.3333333322222222, 'noise_sensitivity_relevant': np.float64(1.0)}","{'context_recall': 0.5, 'faithfulness': 0.25, 'factual_correctness': np.float64(0.57), 'answer_relevancy': np.float64(0.955327383960776), 'context_entity_recall': 0.9999999966666667, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 1.0, 'faithfulness': 0.42857142857142855, 'factual_correctness': np.float64(0.22), 'answer_relevancy': np.float64(0.9456642966540557), 'context_entity_recall': 0.999999995, 'noise_sensitivity_relevant': np.float64(0.2857142857142857)}"
+4,"{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.5), 'answer_relevancy': np.float64(0.9584384212778746), 'context_entity_recall': 0.9999999900000002, 'noise_sensitivity_relevant': np.float64(0.4)}","{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.67), 'answer_relevancy': np.float64(0.9788634419240716), 'context_entity_recall': 0.999999995, 'noise_sensitivity_relevant': np.float64(0.4)}","{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.75), 'answer_relevancy': np.float64(0.9999999999999996), 'context_entity_recall': 0.6666666644444444, 'noise_sensitivity_relevant': np.float64(0.4)}"
+5,"{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.93), 'answer_relevancy': np.float64(0.9704647246092887), 'context_entity_recall': 0.571428570612245, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 0.0, 'faithfulness': 0.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.0), 'context_entity_recall': 0.0, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 0.75, 'faithfulness': 0.9090909090909091, 'factual_correctness': np.float64(0.76), 'answer_relevancy': np.float64(0.964455051772553), 'context_entity_recall': 0.9999999983333333, 'noise_sensitivity_relevant': np.float64(0.18181818181818182)}"
+6,"{'context_recall': 0.0, 'faithfulness': 0.6666666666666666, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.0), 'context_entity_recall': 0.0, 'noise_sensitivity_relevant': np.float64(0.6666666666666666)}","{'context_recall': 0.0, 'faithfulness': 0.4444444444444444, 'factual_correctness': np.float64(0.22), 'answer_relevancy': np.float64(0.9582018957242698), 'context_entity_recall': 0.249999999375, 'noise_sensitivity_relevant': np.float64(0.3333333333333333)}","{'context_recall': 1.0, 'faithfulness': 0.5, 'factual_correctness': np.float64(0.57), 'answer_relevancy': np.float64(0.980401682770414), 'context_entity_recall': 0.1999999996, 'noise_sensitivity_relevant': np.float64(0.3333333333333333)}"
+7,"{'context_recall': 1.0, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.6), 'answer_relevancy': np.float64(0.9680198367369263), 'context_entity_recall': 0.4285714279591837, 'noise_sensitivity_relevant': np.float64(0.3333333333333333)}","{'context_recall': 0.3333333333333333, 'faithfulness': 1.0, 'factual_correctness': np.float64(0.2), 'answer_relevancy': np.float64(0.9257048870782064), 'context_entity_recall': 0.14285714265306124, 'noise_sensitivity_relevant': np.float64(0.5)}","{'context_recall': 0.6666666666666666, 'faithfulness': 0.625, 'factual_correctness': np.float64(0.56), 'answer_relevancy': np.float64(0.9496106445743336), 'context_entity_recall': 0.2857142853061225, 'noise_sensitivity_relevant': np.float64(0.25)}"
+8,"{'context_recall': 1.0, 'faithfulness': 0.9166666666666666, 'factual_correctness': np.float64(0.71), 'answer_relevancy': np.float64(0.9999999999999997), 'context_entity_recall': 0.3636363633057851, 'noise_sensitivity_relevant': np.float64(0.25)}","{'context_recall': 0.0, 'faithfulness': 0.6666666666666666, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.0), 'context_entity_recall': 0.12499999984374999, 'noise_sensitivity_relevant': np.float64(0.6666666666666666)}","{'context_recall': 1.0, 'faithfulness': 0.7142857142857143, 'factual_correctness': np.float64(0.82), 'answer_relevancy': np.float64(0.9648538873768647), 'context_entity_recall': 0.5999999988, 'noise_sensitivity_relevant': np.float64(0.07142857142857142)}"
+9,"{'context_recall': 1.0, 'faithfulness': 0.75, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.8340107209677066), 'context_entity_recall': 0.7499999981250001, 'noise_sensitivity_relevant': np.float64(0.25)}","{'context_recall': 0.0, 'faithfulness': 0.0, 'factual_correctness': np.float64(0.0), 'answer_relevancy': np.float64(0.0), 'context_entity_recall': 0.5999999988, 'noise_sensitivity_relevant': np.float64(0.0)}","{'context_recall': 0.5, 'faithfulness': 0.5, 'factual_correctness': np.float64(0.8), 'answer_relevancy': np.float64(0.9633619812256754), 'context_entity_recall': 0.7499999981250001, 'noise_sensitivity_relevant': np.float64(0.0)}"

docs/evaluation_base_arctic.csv

@@ -0,0 +1,11 @@
+user_input,retrieved_contexts,reference_contexts,response,reference,context_recall,faithfulness,factual_correctness,answer_relevancy,context_entity_recall,noise_sensitivity_relevant
+Who contributed to the article about things to do in London this weekend?,"['Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', ""RECOMMENDED: Things to do in London this week. Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best London events in March"", ""Best Things To Do in London in March 2025Go to the contentGo to the footerNo thanksSubscribe🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Get us in your inboxSign up to our newsletter for the latest and greatest from your city and beyondEnter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for"", ""news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best of London for free.Sign up for our email to enjoy London without spending a thing (as well as some options when you’re feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?No thanksBy entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're"", 'to watch the parade wend its way through central London, while there’ll also be plenty more\xa0St Patrick’s Day parties and events to check out around the city. We’ll be rounding up the best of them for you as they’re announced.', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.']",['YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubeSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodThings to do in London this weekendCan’t decide what to do with your two delicious days off? This is how to fill them upMonday 24 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie Hewitson & Alex SimsContributors: Rhian Daly & Liv KellyAdvertising'],I do not know.,"The article about things to do in London this weekend was contributed by Rosie Hewitson and Alex Sims, along with Rhian Daly and Liv Kelly.",0.0,0.0,0.0,0.0,0.1999999996,0.0
+What are some highlights of the current theatrical productions featuring Shakespeare's works in London?,"['Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'to watch the parade wend its way through central London, while there’ll also be plenty more\xa0St Patrick’s Day parties and events to check out around the city. We’ll be rounding up the best of them for you as they’re announced.', 'has created shows at Westminster Abbey, Durham Cathedral and Oxford University. The company was also behind the ‘Poppy Fields’ display at the Tower of London in October.', 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.', 'court, and showcasing more than 100 items that reinforce those stories –\xa0many of which have never been displayed in the UK before.']","['February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant']",I do not know.,"One highlight is Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy Much Ado About Nothing, starring Tom Hiddleston and Hayley Atwell as Benedict and Beatrice.",0.0,0.0,0.0,0.0,0.0,0.0
+Who is the painter Noa Davis and what is he known for?,"['painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.', 'to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew YorkPortoDubaiBahrainCape TownSubscribeOffers', ""likeYou may also likeDiscover Time Out original videoÂ\xa0AdvertisingBack to TopCloseGet us in your inboxEmail addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌 Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!instagramtiktokfacebooktwitteryoutubeAbout usPress officeInvestor relationsOur awardsWork for Time OutEditorial guidelinesPrivacy noticeDo not sell"", 'has created shows at Westminster Abbey, Durham Cathedral and Oxford University. The company was also behind the ‘Poppy Fields’ display at the Tower of London in October.', ""Time Out original videoÂ\xa0AdvertisingBack to TopCloseGet us in your inboxEmail addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌 Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!instagramtiktokfacebooktwitteryoutubeAbout usPress officeInvestor relationsOur awardsWork for Time OutEditorial guidelinesPrivacy noticeDo not sell my informationCookie"", 'court, and showcasing more than 100 items that reinforce those stories –\xa0many of which have never been displayed in the UK before.']",['painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.'],"Noah Davis is a painter known for his urgently political paintings. He is featured in a retrospective at the Barbican, which highlights his work.","Noah Davis is a painter known for his urgently political paintings, showcased at the Barbican’s brilliant retrospective.",1.0,1.0,1.0,0.9245964216906574,0.6666666644444444,0.0
+"As a Cultural Event Coordinator, how can the Orchid Festival at Kew Gardens contribute to the celebration of growth and renewal in March?","['On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', 'has created shows at Westminster Abbey, Durham Cathedral and Oxford University. The company was also behind the ‘Poppy Fields’ display at the Tower of London in October.', 'court, and showcasing more than 100 items that reinforce those stories –\xa0many of which have never been displayed in the UK before.']","['On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.']","The Orchid Festival at Kew Gardens can contribute to the celebration of growth and renewal in March by showcasing the beauty and diversity of orchids, which are often symbols of new beginnings and the arrival of spring. The festival typically features vibrant displays of various orchid species, highlighting their intricate designs and colors, which can inspire visitors and evoke a sense of rejuvenation. Additionally, the event can serve as an educational platform, informing attendees about the importance of plant conservation and the role of orchids in ecosystems, further emphasizing themes of growth and renewal during this transitional season.","The Orchid Festival at Kew Gardens, taking place in its final week, is part of a series of flower-filled events that celebrate growth and renewal. This festival not only highlights the beauty of orchids but also serves as a vibrant cultural event that engages the community and promotes appreciation for nature during the month of March.",0.5,0.25,0.57,0.955327383960776,0.9999999966666667,0.0
+What is Time Out London newsletter for?,"[""Stay in the loop: sign up to our\xa0free Time Out London newsletter\xa0for the best of the city, straight to your inbox.\xa0Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first"", ""my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!RecommendedPopular on Time OutLondon for lessYou may also likeYou may also likeDiscover Time Out original videoÂ\xa0AdvertisingBack"", ""again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!RecommendedPopular on Time OutLondon for lessYou may also likeYou may also likeDiscover Time Out original"", ""news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best of London for free.Sign up for our email to enjoy London without spending a thing (as well as some options when you’re feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?No thanksBy entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're"", ""thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best of London for free.Sign up for our email to enjoy London without spending a thing (as well as some options when you’re feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?No thanksBy entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first"", ""Show moreBeen there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Been there, done that? Think again, my friend.Sign up to our newsletter to""]","[""Stay in the loop: sign up to our\xa0free Time Out London newsletter\xa0for the best of the city, straight to your inbox.\xa0Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first""]","The Time Out London newsletter is for providing subscribers with the best of the city, including news, events, offers, and partner promotions, straight to their inbox. It aims to help people enjoy London without spending a thing, as well as offering options for when they are willing to spend.","Time Out London newsletter is for staying in the loop about the best of the city, delivered straight to your inbox, and helps you enjoy London without spending a thing.",1.0,1.0,0.67,0.9788634419240716,0.999999995,0.4
+What cultural events can you find in New York related to the 70's downtown scene?,"['Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.', 'to watch the parade wend its way through central London, while there’ll also be plenty more\xa0St Patrick’s Day parties and events to check out around the city. We’ll be rounding up the best of them for you as they’re announced.', 'to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew YorkPortoDubaiBahrainCape TownSubscribeOffers', 'painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.']","['<1-hop>\n\nyourself in NYC’s 70’s downtown scene at this Peter Hujar retrospectiveArtSpitalfieldsUntil 6 Apr 20255 out of 5 starsRecommendedPhotograph: Stephen Varble (III), Soho, New York, 1976 © 2025 the Peter Hujar Archive / Artists Rights Society (ARS), NY, DACS London, Pace Gallery, NY, Fraenkel Gallery, SF, Maureen Paley, London, and Mai 36 Galerie, Zurich', '<2-hop>\n\nto DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew YorkPortoDubaiBahrainCape TownSubscribeOffers']",I do not know.,"In New York, you can experience the 70's downtown scene through events like the Peter Hujar retrospective at ArtSpitalfields, which showcases photography from that era, highlighting the vibrant cultural atmosphere of the time.",0.0,0.0,0.0,0.0,0.0,0.0
+"What cultural significance do textiles from China hold in the context of global art forms, as highlighted in the exhibition 'Textiles: The Art of Mankind'?","['Multifarious and ubiquitous, textiles are\xa0the\xa0global artform – every culture uses them, and\xa0since ancient times humans have used them to tell\xa0stories,\xa0express their\xa0individuality and celebrate our relationship with the natural world. Textiles: The Art of Mankind brings together a collection of colourful, beautiful and often unexpected objects – some of which have never been shown in the UK before – which show how we’ve used our ‘second skin’ throughout the centuries. Look out for an Egyptian wedding dress, ceremonial outfits from Japan, China, Afghanistan, Guatemala, Nigeria and India,', 'has created shows at Westminster Abbey, Durham Cathedral and Oxford University. The company was also behind the ‘Poppy Fields’ display at the Tower of London in October.', 'court, and showcasing more than 100 items that reinforce those stories –\xa0many of which have never been displayed in the UK before.', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.']","['<1-hop>\n\nIndulge in unlimited dim sum at this iconic Chinatown dining spot, from just £24.95!\xa0Buy now with\xa0Time Out Offers.Read moreCheck availabilityAdvertising7.\xa0Don’t miss this enjoyably big-hearted doc about legendary photographer Martin ParrFilmDocumentaries4 out of 5 starsRecommendedPhotograph: Dogwoof', '<2-hop>\n\nMultifarious and ubiquitous, textiles are\xa0the\xa0global artform – every culture uses them, and\xa0since ancient times humans have used them to tell\xa0stories,\xa0express their\xa0individuality and celebrate our relationship with the natural world. Textiles: The Art of Mankind brings together a collection of colourful, beautiful and often unexpected objects – some of which have never been shown in the UK before – which show how we’ve used our ‘second skin’ throughout the centuries. Look out for an Egyptian wedding dress, ceremonial outfits from Japan, China, Afghanistan, Guatemala, Nigeria and India,']","The exhibition 'Textiles: The Art of Mankind' highlights the cultural significance of textiles from China as part of a global art form that has been used by every culture to tell stories, express individuality, and celebrate the relationship with the natural world. The inclusion of ceremonial outfits from China in the exhibition underscores the rich history and artistic expression found in Chinese textiles, showcasing their role in cultural identity and heritage.","In the exhibition 'Textiles: The Art of Mankind', textiles from China are showcased as part of a diverse collection that illustrates how various cultures, including China, have used textiles to tell stories and express individuality. This highlights the cultural significance of Chinese textiles as they contribute to the global art form, reflecting the relationship between humans and the natural world throughout history.",0.0,0.4444444444444444,0.22,0.9582018957242698,0.249999999375,0.3333333333333333
+What unique experiences related to Egyptian culture can be found in the exhibition 'Textiles: The Art of Mankind'?,"['Multifarious and ubiquitous, textiles are\xa0the\xa0global artform – every culture uses them, and\xa0since ancient times humans have used them to tell\xa0stories,\xa0express their\xa0individuality and celebrate our relationship with the natural world. Textiles: The Art of Mankind brings together a collection of colourful, beautiful and often unexpected objects – some of which have never been shown in the UK before – which show how we’ve used our ‘second skin’ throughout the centuries. Look out for an Egyptian wedding dress, ceremonial outfits from Japan, China, Afghanistan, Guatemala, Nigeria and India,', 'or send her a stunning bunch of flowers.\xa0Read more12.\xa0Explore Ancient Egypt at ‘Tutankhamun: The Immersive Exhibition’Things to doExhibitionsRoyal Docks28 Mar29 Jun 2025Photo: Tutankhamun: The Immersive Exhibition', 'court, and showcasing more than 100 items that reinforce those stories –\xa0many of which have never been displayed in the UK before.', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', 'the thought-provoking exploration, which aims to stop you thinking of soil as mere dirt and start considering it as something far more powerful instead.Read moreBuy ticket28.\xa0Enjoy stunning views of the River Thames with three courses at Sea ContainersNiall Clutton', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.']","['<1-hop>\n\nMultifarious and ubiquitous, textiles are\xa0the\xa0global artform – every culture uses them, and\xa0since ancient times humans have used them to tell\xa0stories,\xa0express their\xa0individuality and celebrate our relationship with the natural world. Textiles: The Art of Mankind brings together a collection of colourful, beautiful and often unexpected objects – some of which have never been shown in the UK before – which show how we’ve used our ‘second skin’ throughout the centuries. Look out for an Egyptian wedding dress, ceremonial outfits from Japan, China, Afghanistan, Guatemala, Nigeria and India,', '<2-hop>\n\nthe time of the\xa0Pharaohs. You’ll be able to experience such thrills as an immersive movie about the discovery of the tomb, a VR experience taking you ‘into the Egyptian afterlife’ and an AR walk through the Valley of Kings. Gimmicky it might sound, but it’s been endorsed by both the History Channel and the Grand Egyptian Museum in Cairo, so we’d imagine it will at the very least nail the historical accuracy.\xa0Got a kid that’s going through an Ancient Egypt phase? They’ll probably love it.\xa0Read moreBuy ticketAdvertising13.\xa0Don’t miss the West End transfer of Ryan Calais Cameron’s drama']","The exhibition 'Textiles: The Art of Mankind' features an Egyptian wedding dress as part of its collection, showcasing how textiles have been used to express culture and individuality throughout the centuries.","In the exhibition 'Textiles: The Art of Mankind', visitors can find unique experiences related to Egyptian culture, including an Egyptian wedding dress and immersive activities such as a movie about the discovery of the tomb, a VR experience that takes you into the Egyptian afterlife, and an AR walk through the Valley of Kings. These experiences are designed to engage audiences with the historical accuracy endorsed by both the History Channel and the Grand Egyptian Museum in Cairo.",0.3333333333333333,1.0,0.2,0.9257048870782064,0.14285714265306124,0.5
+Wot are the significants of March 10 and March 16 in London for cultural celebrations?,"['park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', 'to watch the parade wend its way through central London, while there’ll also be plenty more\xa0St Patrick’s Day parties and events to check out around the city. We’ll be rounding up the best of them for you as they’re announced.', ""RECOMMENDED: Things to do in London this week. Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best London events in March"", ""Best Things To Do in London in March 2025Go to the contentGo to the footerNo thanksSubscribe🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Get us in your inboxSign up to our newsletter for the latest and greatest from your city and beyondEnter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for"", 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.']","['<1-hop>\n\nThe Irish really know how to celebrate,\xa0so when it comes to St Patrick’s Day in London, the city’s\xa0Irish community\xa0has no problem showing us how it’s done. A day to celebrate\xa0the patron saint of Ireland, the occasion is always one big welcoming bash. Expect lots of dancing,\xa0hearty traditional dishes, a huge parade and as many pints as you can handle. The Mayor of London’s annual St Patrick’s Day Festival celebration will take place on Sunday\xa0March 16\xa0–\xa0a day ahead of the official holiday – and, as usual, thousands of\xa0revellers are expected to watch the parade wend its way through central', '<2-hop>\n\nand countless renditions of\xa0‘Swing Low, Sweet Chariot’.Read moreAdvertising11.\xa0Celebrate the matriarchs in your life on Mother’s Day in LondonThings to doMums deserve high praise all year round, but\xa0Mothering Sunday\xa0is the ultimate excuse to\xa0treat your darling ma and any other matriarchs in your life to a lovely time. Here’s our\xa0guide to help you\xa0get organised and plan a proper\xa0celebration of mumsy on Sunday March 10, whether you want to take her for a cheeky Mumtini,\xa0treat her to a relaxing trip to one of\xa0London’s\xa0exquisite spas, or send her a stunning bunch of flowers.\xa0Read']","The context does not provide specific information about the cultural celebrations on March 10 and March 16 in London. Therefore, I do not know the answer.","March 10 is significant in London as it is Mothering Sunday, a day dedicated to celebrating mothers and matriarchs, where people treat their mothers to special outings or gifts. On the other hand, March 16 is notable for the St Patrick’s Day Festival, where the Irish community in London celebrates with a large parade, traditional dancing, and hearty dishes, marking the occasion a day ahead of the official holiday.",0.0,0.6666666666666666,0.0,0.0,0.12499999984374999,0.6666666666666666
+"What true incident involving Sidney Poitier is depicted in Ryan Calais Cameron's play Retrograde, and how does it relate to his friendships with Black civil rights figures?","['court, and showcasing more than 100 items that reinforce those stories –\xa0many of which have never been displayed in the UK before.', ""likeYou may also likeDiscover Time Out original videoÂ\xa0AdvertisingBack to TopCloseGet us in your inboxEmail addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌 Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!instagramtiktokfacebooktwitteryoutubeAbout usPress officeInvestor relationsOur awardsWork for Time OutEditorial guidelinesPrivacy noticeDo not sell"", 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew YorkPortoDubaiBahrainCape TownSubscribeOffers', 'Now onto its fifty-ninth year of hurt, the capacity of the English men’s football team to be the focal point of ruinous national self-mythologization is well documented. As such, a play about the squad’s resurrection under recently departed manager Gareth Southgate\xa0felt\xa0like a potentially\xa0hubristic idea – dangerously overhyping a gifted man who\xa0never managed to take\xa0home any actual silverware. But having written classic work on such esoteric subjects as\xa0Who Wants to be a Millionaire? and\xa0the Labour whips office during the 1970s, it’s no surprise that James Graham hit the back of the net with', 'End transfer of Ryan Calais Cameron’s drama about Sidney PoitierDramaShaftesbury Avenue8 Mar14 Jun 20253 out of 5 starsRecommendedPhoto: Marc BrennerUp-and-coming playwright Ryan Calais Cameron laboured for aeons on his breakout play\xa0For\xa0Black Boys Who Feel Suicidal When the Hue Gets Too Heavy, but it paid off in spades: after premiering at the tiny New Diorama and graduating to the prestigious Royal Court, it was a smash hit on the West End. Now he has a second West End transfer on his hands with Retrograde, a snappy three-hander period drama about trailblazing Black Hollywood actor Sidney']","['<1-hop>\n\nEnd transfer of Ryan Calais Cameron’s drama about Sidney PoitierDramaShaftesbury Avenue8 Mar14 Jun 20253 out of 5 starsRecommendedPhoto: Marc BrennerUp-and-coming playwright Ryan Calais Cameron laboured for aeons on his breakout play\xa0For\xa0Black Boys Who Feel Suicidal When the Hue Gets Too Heavy, but it paid off in spades: after premiering at the tiny New Diorama and graduating to the prestigious Royal Court, it was a smash hit on the West End. Now he has a second West End transfer on his hands with Retrograde, a snappy three-hander period drama about trailblazing Black Hollywood actor Sidney', '<2-hop>\n\nabout trailblazing Black Hollywood actor Sidney Poitier on the cusp of signing his first major studio contract.\xa0The play is essentially based upon a\xa0true incident, wherein Poitier – who was friends with a lot of prominent Black civil rights figures – was asked to sign a pledge of loyalty and denounce the prominent Black activist Paul Robeson, a man he admired intensely, ahead of\xa0the making of the 1956 TV film A Man is Ten Feet Tall.\xa0Cameron revels in flexing his writing muscles in a totally different direction.\xa0The\xa0dialogue has a perfectly pitched, screwballish Mad Men snap. It may\xa0well end']",I do not know.,"In Ryan Calais Cameron's play Retrograde, a true incident is depicted where Sidney Poitier, on the cusp of signing his first major studio contract, was asked to sign a pledge of loyalty and denounce the prominent Black activist Paul Robeson, whom he admired. This incident highlights Poitier's connections with many prominent Black civil rights figures and the difficult choices he faced in the context of his career and personal beliefs.",0.0,0.0,0.0,0.0,0.5999999988,0.0

docs/evaluation_fine-tuned_arctic.csv

@@ -0,0 +1,13 @@
+user_input,retrieved_contexts,reference_contexts,response,reference,context_recall,faithfulness,factual_correctness,answer_relevancy,context_entity_recall,noise_sensitivity_relevant
+What is a notable city mentioned in the context?,"['to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew YorkPortoDubaiBahrainCape TownSubscribeOffers', 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.', 'and partner promotions.SubscribeSearchNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew', 'the Valley of Mexico and detailed panoramic views that bottle a moment in time for a country then moving towards industrialisation, while capturing the natural beauty that surrounded him in exquisite detail.Read moreBuy ticketAdvertising27.\xa0Have a good old rummage around Peckham Salvage YardThings to doMarkets and fairsPeckham30 Mar 2025Photograph: Hackney Flea Market', 'as a major force in 20th-century photography.Read reviewAdvertising15.\xa0See art collector Oskar Reinhart’s treasure-trove of masterpieces at The Courtauld GalleryArtAldwychUntil 26 May 2025Vincent van Gogh, A Ward in the Hospital at Arles, 1889 . Image : The Swiss Confederation, Federal Office of Culture, Oskar Reinhart Collection “Am Römerholz "", WinterthurOskar Reinhart knew a masterpiece when he saw one. The twentieth century art collector amassed a stunning trove of artworks, and now some of his finest picks are coming to the Courtauld. On display will be an amazingly grim Géricault', 'kayaking around Norway’s most remote archipelago and mountain-biking in the Dolomites, all from the comfort of your seat at Islington’s atmospheric Union Chapel.\xa0It’s a night of 1,000 gasps.Read moreBuy ticketAdvertising17.\xa0Get up close to some magnificent Middle Ages art in ‘Siena: The Rise of Painting’ArtTrafalgar Square8 Mar22 Jun 2025Photograph: Pieve Polyptychm Pietro Lorenzetti (about 1320) © Gentile concessione dell’Ufficio Beni Culturali della Diocesi di Arezzo-Cortona-Sansepolcro / L.A.D. Photographic di Angelo LatronicoTake a trip to the Tuscan city of Siena and its']",['YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubeSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodThings to do in London this weekendCan’t decide what to do with your two delicious days off? This is how to fill them upMonday 24 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie Hewitson & Alex SimsContributors: Rhian Daly & Liv KellyAdvertising'],London,Cape Town is a notable city mentioned in the context.,0.0,1.0,0.0,0.812980950807575,0.0,0.0
+What is happening with Shakespeare in March?,"['February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant', 'Seemingly set somewhere between heaven, Ibiza and a novelty Instagram backdrop, Jamie Lloyd’s remarkable production of Shakespeare’s\xa0Much Ado About Nothing\xa0eschews a conventional set in favour of a drift of candy-pink confetti that blankets the Drury Lane stage. The\xa0vibe is that of an endless, hedonistic holiday, its wild romantic currents mirroring the internal melodrama of a week away with a group of friends. Tom\xa0Hiddleston is clearly having the time of his life as man-child Benedick, while Hayley Atwell is\xa0bolshy and passionate as Beatrice. It’s\xa0very funny and looks incredible – an', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', ""Best Things To Do in London in March 2025Go to the contentGo to the footerNo thanksSubscribe🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Get us in your inboxSign up to our newsletter for the latest and greatest from your city and beyondEnter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for""]","['February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant']","In March, Jamie Lloyd's production of Shakespeare's ""Much Ado About Nothing"" is being showcased in London. The production features Tom Hiddleston and Hayley Atwell in the lead roles and is described as a vibrant and humorous interpretation set against a unique backdrop.","In March, you can immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy Much Ado About Nothing, starring Tom Hiddleston and Hayley Atwell as Benedict and Beatrice.",1.0,1.0,0.0,0.818210604470556,0.8749999989062499,0.6
+who is Noah Davis?,"['painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.', 'Noah Davis,\xa0the Los Angeles painter known for his figurative works depicting dreamlike visions of everyday Black life, was not one to be pigeonholed: each canvas here is technically unique, yet they still work as a set, each brushstroke deliberate, considered.\xa0In this retrospective, we are taken into his personal life – ‘Painting for My Dad’ was created when he lost his father\xa0 – we\xa0discover his deep,\xa0well-referenced\xa0knowledge of\xa0art history and\xa0learn about his hopes and dreams, where vast canvases show scenes of his crime-striken neighbourhood transformed into a utopia where Black ballerinas', 'It’s\xa0very funny and looks incredible – an immaculate and hilarious synthesis of naffness and cool.Read reviewBuy ticket2.\xa0See the Barbican’s stunning Noah Davis retrospectiveArtBarbicanUntil 11 May 20255 out of 5 starsRecommendedPhotograph: Noah Davis, The Missing Link 4, 2013 © The Estate of Noah Davis, Courtesy The Estate of Noah Davis and David Zwirner', 'transformed into a utopia where Black ballerinas dance in the street.\xa0Davis was an artist that played with paint, commanded it. The result? Quietly, yet urgently political art.\xa0Read reviewBuy ticketAdvertising3.\xa0Watch Walter Salles’ personal and poignant vision of family life under Brazilian fascism in ‘I’m Still Here’FilmDrama4 out of 5 starsRecommendedPhotograph: Alile Onawale', 'screwballish Mad Men snap. It may\xa0well end up being a stonking hit, and effortlessly seal Cameron’s reputation as a major talent.\xa0Read review14.\xa0See Three Lions-focused character study ‘Dear England’ as it returns to the National TheatreDramaSouth Bank10 Mar24 May 20254 out of 5 starsRecommendedPhoto: Marc Brenner', 'the thought-provoking exploration, which aims to stop you thinking of soil as mere dirt and start considering it as something far more powerful instead.Read moreBuy ticket28.\xa0Enjoy stunning views of the River Thames with three courses at Sea ContainersNiall Clutton']",['painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.'],"Noah Davis was a Los Angeles painter known for his figurative works that depict dreamlike visions of everyday Black life. His art is characterized by a unique technical style, with each canvas being distinct yet cohesive as a set. Davis's work often reflects his personal experiences, including themes of loss and transformation, as seen in pieces like ""Painting for My Dad,"" created after the loss of his father. His art is described as quietly yet urgently political, showcasing scenes of his crime-stricken neighborhood reimagined as a utopia.",Noah Davis is a painter featured at the Barbican’s brilliant retrospective of his urgently political paintings.,1.0,1.0,0.15,0.8934791921420707,0.999999995,0.8888888888888888
+What is Orchid Festival?,"['On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.', 'From St Paddy’s\xa0to\xa0Mothering Sunday, Pancake Day to International Women’s Day,\xa0the third month of the year packs in a whole host of big celebrations.\xa0\nAnd it’s also an especially great month for culture vultures.\xa0There are a host of film festivals happening around the city, from BFI Flare and the inaugural London Soundtrack Festival to Kinoteka, Cinema Made in Italy and the Banff Mountain Film Festival. \nAnd there’s also Deptford Literature Festival, the Young Barbican Takeover Festival, music conference series AVA London and the Other Art Fair.', 'China, Afghanistan, Guatemala, Nigeria and India, hand-painted Chinese silk tapestry scrolls, an embroidered panel celebrating the lesbian and gay support of the 1980s miners’ strike and Aboriginal work.\xa0Read moreAdvertising25.\xa0Catch some Austrian cinematic triumphs at watchAUTThings to doFilm eventsThe Mall13 Mar16 Mar 2025Photograph: NGF Geyrhalterfilm / CALA Film /Albin WildnerMubi subscribers and\xa0lovers of experimental foreign films, assemble! An Austrian film festival is coming to London in March, showing some of the best current Austrian cinema, as well as historic flicks\xa0from the land', 'of the best places to see flowers in London.Read moreAdvertising7.\xa0Celebrate an unsung part of movie-making at the first London Soundtrack FestivalThings to doFilm eventsMarylebone19 Mar26 Mar 2025Photograph © 1991 Orion Pictures Corporation. All Rights Reserved.There’s a new festival in town and it’s highlighting one of the more unsung parts of our favourite movies – the soundtracks. London Soundtrack Festival puts the scores front and centre in March 2025, with a series of screenings, talks and performances celebrating the musicians who make Hollywood sound so exciting, tense and', 'Wannabe adventurers and cinephiles alike\xa0should\xa0enjoy this\xa0festival dedicated to the most daredevil short films. Spectators will be able to take in\xa0impressive feats of human endurance and athleticism, stunning cinematography, and some of the most breathtaking and remote locations on earth. As usual, the programme is split into two strands, each comprising of six shorts of varying lengths. This year’s selection will take you\xa0sailing through Antarctica’s notorious\xa0Drake Passage, rock-climbing in the Peruvian Andes, trail-running on Mont Blanc, kayaking around Norway’s most remote archipelago', ""competition,\xa0as well as special\xa0guests like\xa0J Hus, Stormzy,\xa0and Ice Kid, so crowds can expect some pretty special things from its return, which takes place at Drumsheds in March.\xa0Read moreBuy ticket6.\xa0See spring flowers blooming around the capitalThings to doPhotograph: @elkmbSpring in London is always a knockout. We might live in a sprawling capital city, but that doesn’t mean there aren’t tons of amazing green spaces to enjoy the season’s pops of colour. From London's bright pink cherry blossoms to seas of daffodils, take a look at our list of the best places to see flowers in London.Read""]","['On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.']","The Orchid Festival is an event held at Kew Gardens that celebrates the beauty and diversity of orchids. It typically features a variety of orchid displays and activities, showcasing these flowers in a vibrant and colorful setting. The festival is part of a series of flower-filled events that celebrate growth and renewal, particularly in the spring season.","Orchid Festival is at Kew Gardens and is in its final week, celebrating growth and renewal.",1.0,0.42857142857142855,0.22,0.9456642966540557,0.999999995,0.2857142857142857
+What is the purpose of the Time Out London newsletter?,"[""Stay in the loop: sign up to our\xa0free Time Out London newsletter\xa0for the best of the city, straight to your inbox.\xa0Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first"", ""my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!RecommendedPopular on Time OutLondon for lessYou may also likeYou may also likeDiscover Time Out original videoÂ\xa0AdvertisingBack"", ""again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!RecommendedPopular on Time OutLondon for lessYou may also likeYou may also likeDiscover Time Out original"", ""Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy"", ""Show moreBeen there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Been there, done that? Think again, my friend.Sign up to our newsletter to"", ""Time Out original videoÂ\xa0AdvertisingBack to TopCloseGet us in your inboxEmail addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌 Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!instagramtiktokfacebooktwitteryoutubeAbout usPress officeInvestor relationsOur awardsWork for Time OutEditorial guidelinesPrivacy noticeDo not sell my informationCookie""]","[""Stay in the loop: sign up to our\xa0free Time Out London newsletter\xa0for the best of the city, straight to your inbox.\xa0Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first""]","The purpose of the Time Out London newsletter is to provide subscribers with the best of the city, including news, events, offers, and partner promotions, straight to their inbox. It aims to help subscribers enjoy London without spending a thing, as well as offering options for when they are willing to spend.","The Time Out London newsletter aims to keep subscribers informed about the best of the city, delivering news, events, offers, and partner promotions directly to their inbox.",1.0,1.0,0.75,0.9999999999999996,0.6666666644444444,0.4
+"In Jamie Lloyd's production of Much Ado About Nothing, how does the portrayal of Benedick by Tom Hiddleston contribute to the overall comedic atmosphere of the play?","['Seemingly set somewhere between heaven, Ibiza and a novelty Instagram backdrop, Jamie Lloyd’s remarkable production of Shakespeare’s\xa0Much Ado About Nothing\xa0eschews a conventional set in favour of a drift of candy-pink confetti that blankets the Drury Lane stage. The\xa0vibe is that of an endless, hedonistic holiday, its wild romantic currents mirroring the internal melodrama of a week away with a group of friends. Tom\xa0Hiddleston is clearly having the time of his life as man-child Benedick, while Hayley Atwell is\xa0bolshy and passionate as Beatrice. It’s\xa0very funny and looks incredible – an', 'February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant', 'for subscribing! Look out for your first newsletter in your inbox soon!What’s on this weekend?1.\xa0See Tom Hiddleston and Hayley Atwell in this ecstatic, hilarious take on ‘Much Ado About Nothing’ShakespeareCovent GardenUntil 5 Apr 20255 out of 5 starsRecommendedPhoto: Marc Brenner', 'screwballish Mad Men snap. It may\xa0well end up being a stonking hit, and effortlessly seal Cameron’s reputation as a major talent.\xa0Read review14.\xa0See Three Lions-focused character study ‘Dear England’ as it returns to the National TheatreDramaSouth Bank10 Mar24 May 20254 out of 5 starsRecommendedPhoto: Marc Brenner', 'that James Graham hit the back of the net with the Olivier-winning\xa0Dear England.\xa0The play essentially works\xa0because Graham and Southgate are interested in the same thing: why is the England men’s team burdened with such high expectations? And what do those expectations do to the psychology of both the team and the nation? Importantly, it’s also an extremely fun show, and essentially up for a laugh, celebrating the foibles of our national sport rather than getting self-important about them.\xa0Don’t miss it when it returns to the National Theatre’s Olivier Theatre after a stint on the West', 'Bridge boss Nicholas Hytner is back with the first new Bridge Theatre production in over two years: Richard II starring Jonathan Bailey.\xa0There’s a clear nod to\xa0Succession\xa0in Grant Olding’s stringy score.\xa0Bailey’s doomed king is a self-loathing fuck-up who at his best presents the air of a smug but inept middle manager and the strong suggestion that Bailey’s Richard knows he’s in over his head is an interesting one and he abuses substances to get through an insanely high pressure job that was forced on him at birth. It’s entertaining and a treat to see this play performed with a top-notch']","['<1-hop>\n\nSeemingly set somewhere between heaven, Ibiza and a novelty Instagram backdrop, Jamie Lloyd’s remarkable production of Shakespeare’s\xa0Much Ado About Nothing\xa0eschews a conventional set in favour of a drift of candy-pink confetti that blankets the Drury Lane stage. The\xa0vibe is that of an endless, hedonistic holiday, its wild romantic currents mirroring the internal melodrama of a week away with a group of friends. Tom\xa0Hiddleston is clearly having the time of his life as man-child Benedick, while Hayley Atwell is\xa0bolshy and passionate as Beatrice. It’s\xa0very funny and looks incredible – an', '<2-hop>\n\nFebruary has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant']","Tom Hiddleston's portrayal of Benedick in Jamie Lloyd's production of Much Ado About Nothing contributes to the overall comedic atmosphere of the play by embodying a man-child character who is clearly enjoying himself. His performance is described as ""very funny,"" which suggests that he brings a lighthearted and playful energy to the role. This aligns with the production's vibrant and hedonistic setting, characterized by candy-pink confetti and a holiday vibe, enhancing the comedic elements of the story. Hiddleston's interpretation likely emphasizes the humorous aspects of Benedick's character, making his interactions with Beatrice and other characters more engaging and entertaining, thus enriching the comedic atmosphere of the play.","In Jamie Lloyd’s production of Much Ado About Nothing, Tom Hiddleston’s portrayal of Benedick significantly contributes to the overall comedic atmosphere of the play. His performance as a man-child is infused with humor and charm, reflecting the hedonistic holiday vibe of the production. The dynamic between Benedick and Beatrice, played by Hayley Atwell, adds to the comedic tension and enhances the play's romantic currents, making it both funny and visually stunning.",0.75,0.9090909090909091,0.76,0.964455051772553,0.9999999983333333,0.18181818181818182
+What culinary experiences can one expect in Chinatown that reflect the cultural diversity of China?,"['Indulge in unlimited dim sum at this iconic Chinatown dining spot, from just £24.95!\xa0Buy now with\xa0Time Out Offers.Read moreCheck availabilityAdvertising7.\xa0Don’t miss this enjoyably big-hearted doc about legendary photographer Martin ParrFilmDocumentaries4 out of 5 starsRecommendedPhotograph: Dogwoof', 'Imagine indulging in all the dumplings, rolls, and buns you can handle, crafted by a Chinatown favourite with over a decade of culinary excellence. Savour Taiwanese pork buns, savoury pork and prawn soup dumplings, and luxurious crab meat xiao long bao. To top it off, enjoy a chilled glass of prosecco to elevate your feast. Cheers to a truly delightful dining experience at Leong’s Legend!', 'to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew YorkPortoDubaiBahrainCape TownSubscribeOffers', 'Dive in and get your paws on vintage treasure at this popular market bringing more than 40 hand-picked traders together\xa0in Peckham’s bustling Copeland Park. Grab a bite to eat at one of the many local restaurants and keep an eye out for 20th-century furniture, salvaged French homeware, vintage clothing, kitschenalia and reclaimed industrial fixtures, perfect for giving your pad a fresh look on the cheap.\xa0Read moreShow moreGYG London Widget', 'and partner promotions.SubscribeSearchNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew', 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.']","['<1-hop>\n\nImagine indulging in all the dumplings, rolls, and buns you can handle, crafted by a Chinatown favourite with over a decade of culinary excellence. Savour Taiwanese pork buns, savoury pork and prawn soup dumplings, and luxurious crab meat xiao long bao. To top it off, enjoy a chilled glass of prosecco to elevate your feast. Cheers to a truly delightful dining experience at Leong’s Legend!', '<2-hop>\n\nChina, Afghanistan, Guatemala, Nigeria and India, hand-painted Chinese silk tapestry scrolls, an embroidered panel celebrating the lesbian and gay support of the 1980s miners’ strike and Aboriginal work.\xa0Read moreAdvertising25.\xa0Catch some Austrian cinematic triumphs at watchAUTThings to doFilm eventsThe Mall13 Mar16 Mar 2025Photograph: NGF Geyrhalterfilm / CALA Film /Albin WildnerMubi subscribers and\xa0lovers of experimental foreign films, assemble! An Austrian film festival is coming to London in March, showing some of the best current Austrian cinema, as well as historic flicks\xa0from the land']","In Chinatown, one can expect a variety of culinary experiences that reflect the cultural diversity of China, including unlimited dim sum featuring dishes such as Taiwanese pork buns, savory pork and prawn soup dumplings, and luxurious crab meat xiao long bao. These offerings showcase different regional specialties and flavors, providing a delightful dining experience that highlights the rich culinary traditions of China.","In Chinatown, one can indulge in a variety of culinary experiences that reflect the cultural diversity of China, such as Taiwanese pork buns, savoury pork and prawn soup dumplings, and luxurious crab meat xiao long bao, all crafted by a local favourite with over a decade of culinary excellence.",1.0,0.5,0.57,0.980401682770414,0.1999999996,0.3333333333333333
+"What themes does James Graham explore in his Olivier-winning play Dear England, particularly in relation to the expectations placed on the England men's football team and its impact on national identity?","['that James Graham hit the back of the net with the Olivier-winning\xa0Dear England.\xa0The play essentially works\xa0because Graham and Southgate are interested in the same thing: why is the England men’s team burdened with such high expectations? And what do those expectations do to the psychology of both the team and the nation? Importantly, it’s also an extremely fun show, and essentially up for a laugh, celebrating the foibles of our national sport rather than getting self-important about them.\xa0Don’t miss it when it returns to the National Theatre’s Olivier Theatre after a stint on the West', 'Now onto its fifty-ninth year of hurt, the capacity of the English men’s football team to be the focal point of ruinous national self-mythologization is well documented. As such, a play about the squad’s resurrection under recently departed manager Gareth Southgate\xa0felt\xa0like a potentially\xa0hubristic idea – dangerously overhyping a gifted man who\xa0never managed to take\xa0home any actual silverware. But having written classic work on such esoteric subjects as\xa0Who Wants to be a Millionaire? and\xa0the Labour whips office during the 1970s, it’s no surprise that James Graham hit the back of the net with', 'Seemingly set somewhere between heaven, Ibiza and a novelty Instagram backdrop, Jamie Lloyd’s remarkable production of Shakespeare’s\xa0Much Ado About Nothing\xa0eschews a conventional set in favour of a drift of candy-pink confetti that blankets the Drury Lane stage. The\xa0vibe is that of an endless, hedonistic holiday, its wild romantic currents mirroring the internal melodrama of a week away with a group of friends. Tom\xa0Hiddleston is clearly having the time of his life as man-child Benedick, while Hayley Atwell is\xa0bolshy and passionate as Beatrice. It’s\xa0very funny and looks incredible – an', 'your inbox soon!The best London events in March 20251.\xa0Catch the West End transfer of James Graham’s acclaimed restorative justice drama ‘Punch’DramaWaterloo1 Mar12 Apr 2025Photo: Marc BrennerSurely the most successful British playwright of our time, unstoppable hit machine James Graham scored a hit in his near hometown of Nottingham early in 2024 with ‘Punch’, a shocking true tale of violence and redemption. It concerns Jacob Dunne, a young man from Nottingham who got into a senseless confrontation with trainee paramedic\xa0James Hodgkinson\xa0and unwittingly killed him with a single punch.', 'screwballish Mad Men snap. It may\xa0well end up being a stonking hit, and effortlessly seal Cameron’s reputation as a major talent.\xa0Read review14.\xa0See Three Lions-focused character study ‘Dear England’ as it returns to the National TheatreDramaSouth Bank10 Mar24 May 20254 out of 5 starsRecommendedPhoto: Marc Brenner', 'Bridge boss Nicholas Hytner is back with the first new Bridge Theatre production in over two years: Richard II starring Jonathan Bailey.\xa0There’s a clear nod to\xa0Succession\xa0in Grant Olding’s stringy score.\xa0Bailey’s doomed king is a self-loathing fuck-up who at his best presents the air of a smug but inept middle manager and the strong suggestion that Bailey’s Richard knows he’s in over his head is an interesting one and he abuses substances to get through an insanely high pressure job that was forced on him at birth. It’s entertaining and a treat to see this play performed with a top-notch']","['<1-hop>\n\nthat James Graham hit the back of the net with the Olivier-winning\xa0Dear England.\xa0The play essentially works\xa0because Graham and Southgate are interested in the same thing: why is the England men’s team burdened with such high expectations? And what do those expectations do to the psychology of both the team and the nation? Importantly, it’s also an extremely fun show, and essentially up for a laugh, celebrating the foibles of our national sport rather than getting self-important about them.\xa0Don’t miss it when it returns to the National Theatre’s Olivier Theatre after a stint on the West', '<2-hop>\n\nNow onto its fifty-ninth year of hurt, the capacity of the English men’s football team to be the focal point of ruinous national self-mythologization is well documented. As such, a play about the squad’s resurrection under recently departed manager Gareth Southgate\xa0felt\xa0like a potentially\xa0hubristic idea – dangerously overhyping a gifted man who\xa0never managed to take\xa0home any actual silverware. But having written classic work on such esoteric subjects as\xa0Who Wants to be a Millionaire? and\xa0the Labour whips office during the 1970s, it’s no surprise that James Graham hit the back of the net with']","James Graham explores themes of high expectations and their psychological impact in his Olivier-winning play Dear England. The play delves into why the England men's football team is burdened with such significant expectations and examines how these expectations affect both the team's performance and the national identity. It highlights the tension between national pride and the pressure to succeed, while also celebrating the lighter, more humorous aspects of the sport, rather than taking a self-important stance.","In his Olivier-winning play Dear England, James Graham explores themes related to the high expectations placed on the England men's football team and the psychological effects of these expectations on both the team and the nation. The play delves into the burden of national self-mythologization, particularly in the context of the team's long history of disappointment, while also celebrating the lighter aspects of football culture. Graham's work reflects on the complexities of national identity and the interplay between sport and societal expectations, making it both a critical and entertaining examination of English football.",0.6666666666666666,0.625,0.56,0.9496106445743336,0.2857142853061225,0.25
+"In what ways does the Globe's first ever Chekhov production reinterpret the characters of 'Three Sisters' through an absurdist lens, and how does this adaptation differ from traditional portrayals of the titular characters?","['Adaptor/translator Rory Mullarkey has created a\xa0novel take on Chekhov, recasting the titular trio of sisters as less fading, doomed aristocrats waiting to get crushed by the Russian Revolution, and more trapped in an absurdist pantomime. Caroline Steinbeis’s production makes the sisters feel like\xa0part of an automata, doomed to repeat their days over and over and over. What we see is the machine break down, as fraying interpersonal relationships cause their comfortably numb limbo of an existence to stop working.Read reviewBuy ticketAdvertising17.\xa0Fill your eyes with kaleidoscopic patterns at', 'On display will be an amazingly grim Géricault painting, an incredibly saucy Courbet image of a lady in hammock, a staggering Goya still life and two stunning hospital-era Van Goghs. And then there are some Manets, Cezannes, Picassos and Renoirs to boot. Wowzers.Read moreBuy ticket16.\xa0Don’t miss The Globe’s first ever Chekhov production – an enjoyably absurdist take on ‘Three Sisters’DramaSouth BankUntil 19 Apr 20254 out of 5 starsRecommendedPhoto: Johan Persson', 'treat to see this play performed with a top-notch cast.\xa0Read reviewBuy ticket6.\xa0Mark the Year of the Snake with up to 45% off bottomless dim sum and prosecco at Leong’s LegendLeongs Legend', 'Daniel Fish’s take on\xa0Sophocles’\xa0Elektra\xa0is a curious mixture of chaotic randomness and underlying respect for the 2,500-year-old play.\xa0Marvel star Brie Larson puts in a very solid turn as the eponymous princess. We meet Elektra living a twilight existence, locked in a permanent state of impotent rage at her mother Klytannestra (Stockard Channing, acid) and her lover Aegisthus (Greg Hicks, hapless). Famously, they killed her father Agamemnon. Now Elektra wants them dead. Larson’s Elektra stomps about in a Bikini Kill t-shirt with a shaven head, trading sardonic quips with her mother. It’s\xa0a', 'In the early twentieth century Brazil was a country shackled by artistic conservatism but bursting at the seams with vibrant indigenous and immigrant cultures, so the modernists decided to create\xa0something new and totally Brazilian.\xa0That new Brazilian cud is on display here, and it’s gorgeous. The 10 artists in this show mash together indigenous aesthetics, art history and influences from the new European avant garde with a social consciousness and desire to address the challenges of life in Brazil. Poverty, racism, immigration, radicalism and more colour than your eyes can handle.Read', 'Seemingly set somewhere between heaven, Ibiza and a novelty Instagram backdrop, Jamie Lloyd’s remarkable production of Shakespeare’s\xa0Much Ado About Nothing\xa0eschews a conventional set in favour of a drift of candy-pink confetti that blankets the Drury Lane stage. The\xa0vibe is that of an endless, hedonistic holiday, its wild romantic currents mirroring the internal melodrama of a week away with a group of friends. Tom\xa0Hiddleston is clearly having the time of his life as man-child Benedick, while Hayley Atwell is\xa0bolshy and passionate as Beatrice. It’s\xa0very funny and looks incredible – an']","['<1-hop>\n\nOn display will be an amazingly grim Géricault painting, an incredibly saucy Courbet image of a lady in hammock, a staggering Goya still life and two stunning hospital-era Van Goghs. And then there are some Manets, Cezannes, Picassos and Renoirs to boot. Wowzers.Read moreBuy ticket16.\xa0Don’t miss The Globe’s first ever Chekhov production – an enjoyably absurdist take on ‘Three Sisters’DramaSouth BankUntil 19 Apr 20254 out of 5 starsRecommendedPhoto: Johan Persson', '<2-hop>\n\nAdaptor/translator Rory Mullarkey has created a\xa0novel take on Chekhov, recasting the titular trio of sisters as less fading, doomed aristocrats waiting to get crushed by the Russian Revolution, and more trapped in an absurdist pantomime. Caroline Steinbeis’s production makes the sisters feel like\xa0part of an automata, doomed to repeat their days over and over and over. What we see is the machine break down, as fraying interpersonal relationships cause their comfortably numb limbo of an existence to stop working.Read reviewBuy ticketAdvertising17.\xa0Fill your eyes with kaleidoscopic patterns at']","The Globe's first ever Chekhov production reinterprets the characters of 'Three Sisters' by presenting them as less fading, doomed aristocrats and more as individuals trapped in an absurdist pantomime. This adaptation, created by adaptor/translator Rory Mullarkey, portrays the sisters as part of a mechanical existence, akin to automata, who are doomed to repeat their days endlessly. The production emphasizes the breakdown of their relationships, which disrupts their previously comfortable but numb existence. 
+
+In contrast to traditional portrayals, which often focus on the sisters' tragic fate and the weight of their aristocratic background, this absurdist lens highlights the absurdity of their situation and the cyclical nature of their lives, offering a fresh perspective that diverges from the typical melancholic interpretations of Chekhov's characters.","The Globe's first ever Chekhov production presents an enjoyably absurdist take on 'Three Sisters' by reinterpreting the titular trio as less fading, doomed aristocrats and more as individuals trapped in an absurdist pantomime. Adaptor/translator Rory Mullarkey's novel take shifts the focus from the sisters' impending doom due to the Russian Revolution to their existence as part of an automata, where they are doomed to repeat their days endlessly. This adaptation highlights the breakdown of their relationships, contrasting with traditional portrayals that often emphasize their tragic fate and longing for a better life.",1.0,0.7142857142857143,0.82,0.9648538873768647,0.5999999988,0.07142857142857142
+What special offers are available at Leong's Legend during the Year of the Snake?,"['Imagine indulging in all the dumplings, rolls, and buns you can handle, crafted by a Chinatown favourite with over a decade of culinary excellence. Savour Taiwanese pork buns, savoury pork and prawn soup dumplings, and luxurious crab meat xiao long bao. To top it off, enjoy a chilled glass of prosecco to elevate your feast. Cheers to a truly delightful dining experience at Leong’s Legend!', 'treat to see this play performed with a top-notch cast.\xa0Read reviewBuy ticket6.\xa0Mark the Year of the Snake with up to 45% off bottomless dim sum and prosecco at Leong’s LegendLeongs Legend', 'Indulge in unlimited dim sum at this iconic Chinatown dining spot, from just £24.95!\xa0Buy now with\xa0Time Out Offers.Read moreCheck availabilityAdvertising7.\xa0Don’t miss this enjoyably big-hearted doc about legendary photographer Martin ParrFilmDocumentaries4 out of 5 starsRecommendedPhotograph: Dogwoof', 'and partner promotions.SubscribeSearchNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersSeparatorKidsAttractionsMuseumsFilmMusicNightlifeHotelsLondonLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideCloseNewsThings to DoFood & DrinkArtTheatreTravelPancake DayOffersMoreKidsAttractionsMuseumsFilmMusicNightlifeHotelsPopular citiesLondonNew YorkParisChicagoLos AngelesLisbonHong KongSydneyMelbournePortoSingaporeBarcelonaMadridMontréalBostonMiamiWorldwideMarketsBarcelonaBostonChicagoLisbonMontréalNew', 'This means it’s time to finally come out of winter hibernation and set about exploring\xa0the city’s\xa0fantastic parks and gardens, world-class museums and galleries, and unbeatable restaurant and bar offerings.', 'a great celebrator of liberation, both personal and political. The two come together in stirring and poignant ways here. You can feel the shadow of a contemporary Brazilian leader, Jair Bolsonaro, hanging over it.Read review4.\xa0Have a slap-up steak dinner at this swanky Mayfair spot CutSteakhousePark Laneprice 4 of 44 out of 5 starsRecommendedDorchester Collection']","['<1-hop>\n\nImagine indulging in all the dumplings, rolls, and buns you can handle, crafted by a Chinatown favourite with over a decade of culinary excellence. Savour Taiwanese pork buns, savoury pork and prawn soup dumplings, and luxurious crab meat xiao long bao. To top it off, enjoy a chilled glass of prosecco to elevate your feast. Cheers to a truly delightful dining experience at Leong’s Legend!', '<2-hop>\n\ntreat to see this play performed with a top-notch cast.\xa0Read reviewBuy ticket6.\xa0Mark the Year of the Snake with up to 45% off bottomless dim sum and prosecco at Leong’s LegendLeongs Legend']","During the Year of the Snake, Leong's Legend is offering up to 45% off bottomless dim sum and prosecco.","During the Year of the Snake, Leong's Legend is offering up to 45% off bottomless dim sum and prosecco, making it a delightful dining experience for patrons.",0.5,0.5,0.8,0.9633619812256754,0.7499999981250001,0.0

docs/evaluation_openai.csv

@@ -0,0 +1,11 @@
+user_input,retrieved_contexts,reference_contexts,response,reference,context_recall,faithfulness,factual_correctness,answer_relevancy,context_entity_recall,noise_sensitivity_relevant
+Who contributed to the article about things to do in London this weekend?,"[""30 Wonderful Things To Do This Weekend in London – weekend events and activities in LondonGo to the contentGo to the footerNo thanksSubscribe🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Get us in your inboxSign up to our newsletter for the latest and greatest from your city and beyondEnter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No"", ""RECOMMENDED: Things to do in London this week. Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best London events in March"", 'YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubeSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodThings to do in London this weekendCan’t decide what to do with your two delicious days off? This is how to fill them upMonday 24 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie Hewitson & Alex SimsContributors: Rhian Daly & Liv KellyAdvertising', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', ""Best Things To Do in London in March 2025Go to the contentGo to the footerNo thanksSubscribe🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Get us in your inboxSign up to our newsletter for the latest and greatest from your city and beyondEnter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for"", 'YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubePhotograph: Steve Beech / ShutterstockPhotograph: Steve Beech / ShutterstockLondon events in March 2025Our guide to the best events, festivals, workshops, exhibitions and things to do throughout March 2025 in LondonWednesday 12 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie HewitsonThings to Do Editor, LondonAdvertisingThe days are getting gradually lighter, the snowdrops and crocuses have arrived in London’s park, and London’s cultural scene has burst']",['YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubeSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodSpring Blossom from Alexandra Palace| Photograph: Adrian SnoodThings to do in London this weekendCan’t decide what to do with your two delicious days off? This is how to fill them upMonday 24 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie Hewitson & Alex SimsContributors: Rhian Daly & Liv KellyAdvertising'],"The contributors to the article about things to do in London this weekend are Rosie Hewitson, Alex Sims, Rhian Daly, and Liv Kelly.",The article about things to do in London this weekend was contributed by Rhian Daly and Liv Kelly.,1.0,0.0,0.67,0.9798966352038251,0.9999999966666667,0.5
+What exciting things happened in February in the London cultural scene?,"['February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'From St Paddy’s\xa0to\xa0Mothering Sunday, Pancake Day to International Women’s Day,\xa0the third month of the year packs in a whole host of big celebrations.\xa0\nAnd it’s also an especially great month for culture vultures.\xa0There are a host of film festivals happening around the city, from BFI Flare and the inaugural London Soundtrack Festival to Kinoteka, Cinema Made in Italy and the Banff Mountain Film Festival. \nAnd there’s also Deptford Literature Festival, the Young Barbican Takeover Festival, music conference series AVA London and the Other Art Fair.', 'YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubePhotograph: Steve Beech / ShutterstockPhotograph: Steve Beech / ShutterstockLondon events in March 2025Our guide to the best events, festivals, workshops, exhibitions and things to do throughout March 2025 in LondonWednesday 12 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie HewitsonThings to Do Editor, LondonAdvertisingThe days are getting gradually lighter, the snowdrops and crocuses have arrived in London’s park, and London’s cultural scene has burst', 'Find out about all of these, and much more, in our roundup of the best things to do in London\xa0over the month.', 'On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.']","['February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant']","In February, London's cultural scene experienced a burst of energy with exciting five-star shows and exhibitions. Notably, there was a production of Shakespeare’s comedy ""Much Ado About Nothing,"" directed by Jamie Lloyd and starring Tom Hiddleston and Hayley Atwell as Benedict and Beatrice.","February has flown by and now we entering the first days of March, which happens to be a weekend. It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy Much Ado About Nothing, starring Tom Hiddleston and Hayley Atwell as Benedict and Beatrice.",1.0,0.8571428571428571,0.62,0.9710186678865266,0.8999999991,0.16666666666666666
+What is the significance of Noa Davis in the context of contemporary art?,"['painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.', 'Noah Davis,\xa0the Los Angeles painter known for his figurative works depicting dreamlike visions of everyday Black life, was not one to be pigeonholed: each canvas here is technically unique, yet they still work as a set, each brushstroke deliberate, considered.\xa0In this retrospective, we are taken into his personal life – ‘Painting for My Dad’ was created when he lost his father\xa0 – we\xa0discover his deep,\xa0well-referenced\xa0knowledge of\xa0art history and\xa0learn about his hopes and dreams, where vast canvases show scenes of his crime-striken neighbourhood transformed into a utopia where Black ballerinas', 'It’s\xa0very funny and looks incredible – an immaculate and hilarious synthesis of naffness and cool.Read reviewBuy ticket2.\xa0See the Barbican’s stunning Noah Davis retrospectiveArtBarbicanUntil 11 May 20255 out of 5 starsRecommendedPhotograph: Noah Davis, The Missing Link 4, 2013 © The Estate of Noah Davis, Courtesy The Estate of Noah Davis and David Zwirner', 'transformed into a utopia where Black ballerinas dance in the street.\xa0Davis was an artist that played with paint, commanded it. The result? Quietly, yet urgently political art.\xa0Read reviewBuy ticketAdvertising3.\xa0Watch Walter Salles’ personal and poignant vision of family life under Brazilian fascism in ‘I’m Still Here’FilmDrama4 out of 5 starsRecommendedPhotograph: Alile Onawale', 'life in a broader sense. It’s a parting gift, a celebration of\xa0Inside No. 9\xa0and its influences, the real wrap party.Read reviewBuy ticket22.\xa0Feast your eyes on this colourful display of Brazilian modernist artArtPiccadillyUntil 21 Apr 20254 out of 5 starsRecommendedPhoto: Jaime Acioli', 'In the early twentieth century Brazil was a country shackled by artistic conservatism but bursting at the seams with vibrant indigenous and immigrant cultures, so the modernists decided to create\xa0something new and totally Brazilian.\xa0That new Brazilian cud is on display here, and it’s gorgeous. The 10 artists in this show mash together indigenous aesthetics, art history and influences from the new European avant garde with a social consciousness and desire to address the challenges of life in Brazil. Poverty, racism, immigration, radicalism and more colour than your eyes can handle.Read']",['painter\xa0Noah Davis\xa0at the Barbican’s brilliant retrospective of his urgently political paintings.'],"Noah Davis is significant in the context of contemporary art for his unique approach to figurative painting that captures dreamlike visions of everyday Black life. His work is characterized by a deliberate and considered technique, showcasing a deep knowledge of art history while addressing urgent political themes. Davis's art transforms scenes from his crime-stricken neighborhood into utopian representations, highlighting both personal and broader social narratives. His retrospective at the Barbican emphasizes his contributions to the discourse on race, identity, and community within contemporary art.","Noah Davis is significant for his urgently political paintings, which are highlighted in the Barbican’s brilliant retrospective of his work.",1.0,1.0,0.32,0.962952166791465,0.999999995,0.07142857142857142
+What can attendees expect to find at the Black Culture Spring Market?,"['Black Culture Market returns to Brixton’s The Department Store for its\xa0Spring\xa0edition. As ever, you’ll find stalls packed with African and Caribbean culture and craft. It’s free to enter, but book a ticket online in advance so you’re guaranteed to get in. Once you’re through the doors, you’ll find a range of traders\xa0including\xa0emerging entrepreneurs and new Black-owned businesses\xa0selling everything from\xa0art, jewellery and homeware to books, food, cosmetics and much more.', 'Black Culture Market returns to Brixton’s The Department Store for its\xa0Spring\xa0edition. As ever, you’ll find stalls packed with African and Caribbean culture and craft. It’s free to enter, but book a ticket online in advance so you’re guaranteed to get in. Once you’re through the doors, you’ll find a range of traders\xa0including\xa0emerging entrepreneurs and new Black-owned businesses\xa0selling everything from\xa0art, jewellery and homeware to books, food, cosmetics and much more.', 'separate events (45 of which are free to attend) ranging from\xa0talks and readings to creative workshops and walking tours. Look out for more details on the programme soon.\xa0Read moreBuy ticketAdvertising21.\xa0Browse loads of lovely trinkets at the Black Culture Spring MarketThings to doMarkets and fairsBrixton1 Mar2 Mar 2025Photograph: Courtesy Black Culture Market', 'On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.', 'its subject and his work,\xa0I Am Martin Parr\xa0does its job superbly and without fuss.\xa0Read review8.\xa0Hunt for gifts at the Black Culture Spring MarketThings to doMarkets and fairsBrixton1 Mar2 Mar 2025Photograph: Courtesy Black Culture Market', ""competition,\xa0as well as special\xa0guests like\xa0J Hus, Stormzy,\xa0and Ice Kid, so crowds can expect some pretty special things from its return, which takes place at Drumsheds in March.\xa0Read moreBuy ticket6.\xa0See spring flowers blooming around the capitalThings to doPhotograph: @elkmbSpring in London is always a knockout. We might live in a sprawling capital city, but that doesn’t mean there aren’t tons of amazing green spaces to enjoy the season’s pops of colour. From London's bright pink cherry blossoms to seas of daffodils, take a look at our list of the best places to see flowers in London.Read""]","['On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.']","Attendees at the Black Culture Spring Market can expect to find a range of stalls packed with African and Caribbean culture and craft. This includes offerings from emerging entrepreneurs and new Black-owned businesses selling items such as art, jewellery, homeware, books, food, cosmetics, and much more.",Attendees at the Black Culture Spring Market can expect to pick up brilliant buys while enjoying a celebration of Black culture during the vibrant month of March.,1.0,1.0,0.0,0.9999981405579151,0.3333333322222222,1.0
+What can I expect from the Time Out London newsletter?,"[""Stay in the loop: sign up to our\xa0free Time Out London newsletter\xa0for the best of the city, straight to your inbox.\xa0Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first"", ""again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!RecommendedPopular on Time OutLondon for lessYou may also likeYou may also likeDiscover Time Out original"", ""my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!RecommendedPopular on Time OutLondon for lessYou may also likeYou may also likeDiscover Time Out original videoÂ\xa0AdvertisingBack"", ""news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best of London for free.Sign up for our email to enjoy London without spending a thing (as well as some options when you’re feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?No thanksBy entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're"", ""thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!The best of London for free.Sign up for our email to enjoy London without spending a thing (as well as some options when you’re feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?No thanksBy entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for subscribing! Look out for your first"", ""Show moreBeen there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Been there, done that? Think again, my friend.Sign up to our newsletter to""]","[""Stay in the loop: sign up to our\xa0free Time Out London newsletter\xa0for the best of the city, straight to your inbox.\xa0Been there, done that? Think again, my friend.Sign up to our newsletter to enjoy London without spending a thing (as well as options when you're feeling flush).Enter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first""]","You can expect to receive the best of London, including news, events, offers, and partner promotions, straight to your inbox. The newsletter aims to help you enjoy London without spending a thing, as well as providing options for when you're feeling flush.","By signing up for the Time Out London newsletter, you can expect to receive the best of the city straight to your inbox, including news, events, offers, and partner promotions.",1.0,1.0,0.5,0.9584384212778746,0.9999999900000002,0.4
+What notable events and participants are featured at the Deptford Literature Festival in 2025?,"['at Deptford Literature FestivalThings to doLiterary eventsDeptford27 Mar30 Mar 2025RecommendedPhotograph: Stuart Simpson / Penguin BooksCosta Book Award-winning novelist Caleb Azumah Nelson, acclaimed music journalist Emma Warren and screenwriter Nathan Bryon are just a few of the names on the line-up for the latest edition of Deptford Literature Festival, a four-day bonanza celebrating the\xa0diversity and creativity of southeast London. Sponsored by Arts Council England, The Albany Theatre and Lewisham Council, this year’s programme features 48 separate events (45 of which are free to attend)', 'screenings will feature talks from the\xa0directors and cast members. This year look out for Francesca Comencini’s The Time It Takes charting her relationship with her famous filmmaker father, Anywhere Anytime from Milad Tangshir portraying Issa, an African migrant scratching out a living in Turin, a special archive screening of the classic Italian comedy Bread, Love and Dreams and\xa0Andrea Segre’s\xa0biopic of a popular communist Italian political leader\xa0Enrico Berlinguer,\xa0The Great Ambition.\xa0Read more20.\xa0Hear from south London’s literary luminaries at Deptford Literature FestivalThings to', 'From St Paddy’s\xa0to\xa0Mothering Sunday, Pancake Day to International Women’s Day,\xa0the third month of the year packs in a whole host of big celebrations.\xa0\nAnd it’s also an especially great month for culture vultures.\xa0There are a host of film festivals happening around the city, from BFI Flare and the inaugural London Soundtrack Festival to Kinoteka, Cinema Made in Italy and the Banff Mountain Film Festival. \nAnd there’s also Deptford Literature Festival, the Young Barbican Takeover Festival, music conference series AVA London and the Other Art Fair.', 'separate events (45 of which are free to attend) ranging from\xa0talks and readings to creative workshops and walking tours. Look out for more details on the programme soon.\xa0Read moreBuy ticketAdvertising21.\xa0Browse loads of lovely trinkets at the Black Culture Spring MarketThings to doMarkets and fairsBrixton1 Mar2 Mar 2025Photograph: Courtesy Black Culture Market', 'The BFI’s annual festival for aspiring filmmakers aged 16 to 25 returns with a packed programme of talks, discussions, keynotes and workshops aimed at connecting young film enthusiasts with industry professionals, peers and potential collaborators. Like last year’s edition, the programme for 2025’s festival will follow a hybrid format, offering traditional live screenings at the BFI Southbank and partnered cinemas around the UK, as well as a selection of films that young cinephiles can watch for free via the BFI YouTube channel.Read more14.\xa0Immerse yourself in NYC’s 70’s downtown scene at', 'The\xa0UK’s largest queer film event\xa0returns to the BFI Southbank (and to the BFI Player online) for its 39th edition from March 19-30. The line-up for the 2025 edition won’t be announced until February, but cinephiles can expect the usual\xa0showcase\xa0of shorts, documentaries and feature films from across the globe tackling all manner of LGBTQ+ themes, alongside a programme of expanded-reality works, panels, Q&As and after-hours events.\xa0Read more4.\xa0Hear from FKA Twigs, Jarvis Cocker and Annie Mac at AVA Festival’s London conferenceNightlifeKing’s Cross20 Mar23 Mar 2025Photograph: AVA']","['<1-hop>\n\nFrom St Paddy’s\xa0to\xa0Mothering Sunday, Pancake Day to International Women’s Day,\xa0the third month of the year packs in a whole host of big celebrations.\xa0\nAnd it’s also an especially great month for culture vultures.\xa0There are a host of film festivals happening around the city, from BFI Flare and the inaugural London Soundtrack Festival to Kinoteka, Cinema Made in Italy and the Banff Mountain Film Festival. \nAnd there’s also Deptford Literature Festival, the Young Barbican Takeover Festival, music conference series AVA London and the Other Art Fair.', '<2-hop>\n\nat Deptford Literature FestivalThings to doLiterary eventsDeptford27 Mar30 Mar 2025RecommendedPhotograph: Stuart Simpson / Penguin BooksCosta Book Award-winning novelist Caleb Azumah Nelson, acclaimed music journalist Emma Warren and screenwriter Nathan Bryon are just a few of the names on the line-up for the latest edition of Deptford Literature Festival, a four-day bonanza celebrating the\xa0diversity and creativity of southeast London. Sponsored by Arts Council England, The Albany Theatre and Lewisham Council, this year’s programme features 48 separate events (45 of which are free to attend)']","The Deptford Literature Festival in 2025 features notable participants such as Costa Book Award-winning novelist Caleb Azumah Nelson, acclaimed music journalist Emma Warren, and screenwriter Nathan Bryon. The festival includes a total of 48 separate events, with 45 of them being free to attend, celebrating the diversity and creativity of southeast London.","The Deptford Literature Festival in 2025 features a diverse lineup including Costa Book Award-winning novelist Caleb Azumah Nelson, acclaimed music journalist Emma Warren, and screenwriter Nathan Bryon. The festival spans four days and includes 48 separate events, with 45 of them being free to attend, celebrating the creativity of southeast London.",1.0,1.0,0.93,0.9704647246092887,0.571428570612245,0.0
+What events are happening in February 2025 that lead up to the cultural activities in March?,"['On top of that, look forward to the new season at the many flower-filled events celebrating growth and renewal, including the\xa0Orchid Festival at Kew Gardens\xa0which is in its final week. Or,\xa0discover\xa0new music at the\xa0Soho Calling\xa0festival and pick up brilliant buys at the\xa0Black Culture Spring Market.\xa0\nStart planning a great month now with our round-up of the best things to do in March.', 'From St Paddy’s\xa0to\xa0Mothering Sunday, Pancake Day to International Women’s Day,\xa0the third month of the year packs in a whole host of big celebrations.\xa0\nAnd it’s also an especially great month for culture vultures.\xa0There are a host of film festivals happening around the city, from BFI Flare and the inaugural London Soundtrack Festival to Kinoteka, Cinema Made in Italy and the Banff Mountain Film Festival. \nAnd there’s also Deptford Literature Festival, the Young Barbican Takeover Festival, music conference series AVA London and the Other Art Fair.', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.', 'February has flown by and now we entering the first days of\xa0March, which happens to be a weekend.\xa0It means spring is in the air and we all have a renewed spring in our step thanks to lighter mornings and longer days. London’s cultural scene has also had a burst of energy with some exciting five-star shows and exhibitions. Immerse yourself in Jamie Lloyd’s pink-hued dreamscape production of Shakespeare’s beloved comedy\xa0Much Ado About Nothing, starring\xa0Tom Hiddleston and Hayley Atwell as Benedict and Beatrice. Or dive into the mind of Los Angeles painter\xa0Noah Davis\xa0at the Barbican’s brilliant', 'YorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubePhotograph: Steve Beech / ShutterstockPhotograph: Steve Beech / ShutterstockLondon events in March 2025Our guide to the best events, festivals, workshops, exhibitions and things to do throughout March 2025 in LondonWednesday 12 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie HewitsonThings to Do Editor, LondonAdvertisingThe days are getting gradually lighter, the snowdrops and crocuses have arrived in London’s park, and London’s cultural scene has burst', ""Best Things To Do in London in March 2025Go to the contentGo to the footerNo thanksSubscribe🙌Awesome, you're subscribed!Thanks for subscribing! Look out for your first newsletter in your inbox soon!Get us in your inboxSign up to our newsletter for the latest and greatest from your city and beyondEnter email addressDéjÃ\xa0 vu! We already have this email. Try another?By entering your email address you agree to our Terms of Use and Privacy Policy and consent to receive emails from Time Out about news, events, offers and partner promotions.No thanks Awesome, you're subscribed!Thanks for""]","['<1-hop>\n\nThe\xa0UK’s largest queer film event\xa0returns to the BFI Southbank (and to the BFI Player online) for its 39th edition from March 19-30. The line-up for the 2025 edition won’t be announced until February, but cinephiles can expect the usual\xa0showcase\xa0of shorts, documentaries and feature films from across the globe tackling all manner of LGBTQ+ themes, alongside a programme of expanded-reality works, panels, Q&As and after-hours events.\xa0Read more4.\xa0Hear from FKA Twigs, Jarvis Cocker and Annie Mac at AVA Festival’s London conferenceNightlifeKing’s Cross20 Mar23 Mar 2025Photograph: AVA', '<2-hop>\n\nYorkPortoDubaiBahrainCape TownSubscribeOffers EnglishEnglishEspañolinstagramtiktokfacebooktwitteryoutubePhotograph: Steve Beech / ShutterstockPhotograph: Steve Beech / ShutterstockLondon events in March 2025Our guide to the best events, festivals, workshops, exhibitions and things to do throughout March 2025 in LondonWednesday 12 February 2025ShareCopy LinkFacebookTwitterPinterestEmailWhatsAppWritten by Rosie HewitsonThings to Do Editor, LondonAdvertisingThe days are getting gradually lighter, the snowdrops and crocuses have arrived in London’s park, and London’s cultural scene has burst']","The provided context does not specify any events happening in February 2025 that lead up to the cultural activities in March. Therefore, I do not know the answer.","In February 2025, the line-up for the UK’s largest queer film event at the BFI Southbank will be announced, which is set to take place from March 19-30. This announcement is part of the cultural scene in London that is expected to burst into activity as the days get lighter and spring approaches.",0.0,0.6666666666666666,0.0,0.0,0.0,0.6666666666666666
+What themes does Coral Wylie explore in their debut film about a lonely teenager?,"['In Coral Wylie’s nature-driven debut Pip – also played by Wylie – is a non-binary 19-year-old trying to make sense of themselves and their world. To do this, they keep a diary.\xa0Pip’s parents prefer to keep their worries as ungerminated seeds. Twenty years ago, Pip’s father lost his best friend Duncan to AIDS and has tried his best to bury Duncan’s existence. Pip discovers one of Duncan’s old jackets with an old diary stuffed inside the pocket. Almost immediately they feel an affinity with their parents’ old friend.\xa0The past starts to overflow like running water. It’s beautiful and touching –', 'In his far too short career, Donald Rodney (1961-1998) created an incredibly varied body of work, using a huge breadth of mediums to confront the prejudices that course through British society. The works here tackle themes of racial identity, chronic illness and colonial history, and are a fascinating window into the issues that mattered in 1990s Britain, and still resonate today.Read moreAdvertising11.\xa0Watch Coral Wylie’s excellent debut about a lonely teenager taking refuge in his parent’s pastDramaShepherd’s BushUntil 22 Mar 20254 out of 5 starsRecommendedPhoto: Helen Murray', 'the hugely controversial LZR Racer swimsuit and displays examining\xa0merfolk, sea people, water spirits and nymphs.\xa0Read more16.\xa0Watch some awe-inspiring short films at the Banff Mountain Film Festival’s World TourFilmAction and adventureIslington6 Mar15 Mar 2025Cira Crowell', 'cinema, as well as historic flicks\xa0from the land of\xa0schnitzel and\xa0yodelling.\xa0The bill\xa0features\xa0movies lauded\xa0at Sundance, Venice and Stockholm film festivals, including\xa0dark comedy\xa0Peacock,\xa0and\xa0pitch-black satire Veni Vidi Vici.\xa0There will also be a\xa0rare\xa0screening of 1980s psycho-thriller ANGST, as well as a\xa0retrospective of radical Austrian shorts from the 1970s to today. Screenings will take place at the ICA and\xa0Ciné Lumière.', 'The BFI’s annual festival for aspiring filmmakers aged 16 to 25 returns with a packed programme of talks, discussions, keynotes and workshops aimed at connecting young film enthusiasts with industry professionals, peers and potential collaborators. Like last year’s edition, the programme for 2025’s festival will follow a hybrid format, offering traditional live screenings at the BFI Southbank and partnered cinemas around the UK, as well as a selection of films that young cinephiles can watch for free via the BFI YouTube channel.Read more14.\xa0Immerse yourself in NYC’s 70’s downtown scene at', 'who make Hollywood sound so exciting, tense and emotional. Highlights include Hildur Guðnadóttir introducing the first and second Joker movies and, later in the programme, holding her own concert, David Cronenberg and Howard Shore in conversation, screenings of Charlie Chaplin’s\xa0Modern Times, The Silence of the Lambs\xa0and Eighth Grade\xa0with live scores, a\xa0day-long celebration of video game music at The Roundhouse ‘Great Movie Songs with Anne Dudley & Friends’ featuring guest appearances from the likes of the Pet Shop Boys’ Neil Tennant and Jake Shears of the Scissor Sisters. Tickets are on sale']","['<1-hop>\n\nIn his far too short career, Donald Rodney (1961-1998) created an incredibly varied body of work, using a huge breadth of mediums to confront the prejudices that course through British society. The works here tackle themes of racial identity, chronic illness and colonial history, and are a fascinating window into the issues that mattered in 1990s Britain, and still resonate today.Read moreAdvertising11.\xa0Watch Coral Wylie’s excellent debut about a lonely teenager taking refuge in his parent’s pastDramaShepherd’s BushUntil 22 Mar 20254 out of 5 starsRecommendedPhoto: Helen Murray', '<2-hop>\n\nIn Coral Wylie’s nature-driven debut Pip – also played by Wylie – is a non-binary 19-year-old trying to make sense of themselves and their world. To do this, they keep a diary.\xa0Pip’s parents prefer to keep their worries as ungerminated seeds. Twenty years ago, Pip’s father lost his best friend Duncan to AIDS and has tried his best to bury Duncan’s existence. Pip discovers one of Duncan’s old jackets with an old diary stuffed inside the pocket. Almost immediately they feel an affinity with their parents’ old friend.\xa0The past starts to overflow like running water. It’s beautiful and touching –']","Coral Wylie explores themes of identity, self-discovery, and the impact of the past in their debut film about a lonely teenager. The film follows Pip, a non-binary 19-year-old, as they navigate their understanding of themselves and their world, particularly through the discovery of their parents' past and the legacy of a family friend.","In Coral Wylie’s debut film, the themes explored include the journey of a non-binary teenager, personal identity, and the impact of the past on the present. The character, Pip, navigates their world while dealing with family history and the legacy of loss, particularly related to their father's friend who died of AIDS.",1.0,1.0,0.6,0.9680198367369263,0.4285714279591837,0.3333333333333333
+What is the significance of Red Bull Culture Clash returning to London in 2025?,"['It’s been almost a decade since Red Bull Culture Clash last took place in London, but finally, it’s making its return in 2025, The epic music battle, inspired by Jamaican sound clash culture, will see four crews armed with their finest dubplates go head-to-head, delivering the best of the electronic, UK rap, Afro, and Caribbean music scenes. Only one can be crowned the winner, though, and take home the Red Bull Culture Clash trophy, with the victor.\xa0The likes of Boy Better Know, A$AP Mob and Rebel Sound have previously competed at the legendary competition,\xa0as well as special\xa0guests like\xa0J', 'Here at Outernet, The Standard and The British Library, and as usual,\xa0include a host of night-time club performances to get your body dancing just as much as your mind, with top selectors including Erika de Casier, LSDXOXO and Mechatok featured on the line-up. Check out the full roster here.\xa0Read moreBuy ticketAdvertising5.\xa0Cheer for your favourite acts as Red Bull Culture Clash returns for the first time in a decadeMusicDance and electronicEdmonton8 Mar 2025RecommendedPhotograph: Marcus Maschwitz / Red Bull Content Pool', ""competition,\xa0as well as special\xa0guests like\xa0J Hus, Stormzy,\xa0and Ice Kid, so crowds can expect some pretty special things from its return, which takes place at Drumsheds in March.\xa0Read moreBuy ticket6.\xa0See spring flowers blooming around the capitalThings to doPhotograph: @elkmbSpring in London is always a knockout. We might live in a sprawling capital city, but that doesn’t mean there aren’t tons of amazing green spaces to enjoy the season’s pops of colour. From London's bright pink cherry blossoms to seas of daffodils, take a look at our list of the best places to see flowers in London.Read"", ""Cross20 Mar23 Mar 2025Photograph: AVA LondonInterested in dance music and club culture? AVA London, the mammoth electronic music and arts conference, is back\xa0in town for another jam-packed long weekend of masterclasses, talks, interviews, and workshops with some key figures from the nightlife industry. This year, you've got\xa0FKA Twigs, Jarvis Cocker, Munroe Bergdorf, Marcel Dettman, Annie Mac, Jayda G, Tony Andrews, Nonotak and the No Tags Podcast making up the bill.\xa0It’ll be staged across\xa0some of London’s most iconic venues, including KOKO, Here at Outernet, The Standard and The British"", 'The\xa0UK’s largest queer film event\xa0returns to the BFI Southbank (and to the BFI Player online) for its 39th edition from March 19-30. The line-up for the 2025 edition won’t be announced until February, but cinephiles can expect the usual\xa0showcase\xa0of shorts, documentaries and feature films from across the globe tackling all manner of LGBTQ+ themes, alongside a programme of expanded-reality works, panels, Q&As and after-hours events.\xa0Read more4.\xa0Hear from FKA Twigs, Jarvis Cocker and Annie Mac at AVA Festival’s London conferenceNightlifeKing’s Cross20 Mar23 Mar 2025Photograph: AVA', 'park, and London’s cultural scene has burst into life after a mid-winter lull. It can only mean one thing; March is right around the corner.']","['<1-hop>\n\nIt’s been almost a decade since Red Bull Culture Clash last took place in London, but finally, it’s making its return in 2025, The epic music battle, inspired by Jamaican sound clash culture, will see four crews armed with their finest dubplates go head-to-head, delivering the best of the electronic, UK rap, Afro, and Caribbean music scenes. Only one can be crowned the winner, though, and take home the Red Bull Culture Clash trophy, with the victor.\xa0The likes of Boy Better Know, A$AP Mob and Rebel Sound have previously competed at the legendary competition,\xa0as well as special\xa0guests like\xa0J', '<2-hop>\n\nHere at Outernet, The Standard and The British Library, and as usual,\xa0include a host of night-time club performances to get your body dancing just as much as your mind, with top selectors including Erika de Casier, LSDXOXO and Mechatok featured on the line-up. Check out the full roster here.\xa0Read moreBuy ticketAdvertising5.\xa0Cheer for your favourite acts as Red Bull Culture Clash returns for the first time in a decadeMusicDance and electronicEdmonton8 Mar 2025RecommendedPhotograph: Marcus Maschwitz / Red Bull Content Pool']","The significance of Red Bull Culture Clash returning to London in 2025 lies in its status as a major music event that celebrates and showcases various music genres, particularly those influenced by Jamaican sound clash culture. It marks the first time in nearly a decade that the event has taken place in London, generating excitement among fans and participants. The competition features four crews competing with their best music, and it has a history of attracting notable artists and special guests, making it a highly anticipated event in the city's cultural calendar.","The significance of Red Bull Culture Clash returning to London in 2025 lies in its revival after almost a decade, bringing back the epic music battle inspired by Jamaican sound clash culture. This event will feature four crews competing with their finest dubplates across various music scenes, including electronic, UK rap, Afro, and Caribbean music, culminating in one winner taking home the Red Bull Culture Clash trophy.",1.0,0.9166666666666666,0.71,0.9999999999999997,0.3636363633057851,0.25
+"What kind of textiles from China are featured in the event, and where can you enjoy dim sum in Chinatown?","['Imagine indulging in all the dumplings, rolls, and buns you can handle, crafted by a Chinatown favourite with over a decade of culinary excellence. Savour Taiwanese pork buns, savoury pork and prawn soup dumplings, and luxurious crab meat xiao long bao. To top it off, enjoy a chilled glass of prosecco to elevate your feast. Cheers to a truly delightful dining experience at Leong’s Legend!', 'Indulge in unlimited dim sum at this iconic Chinatown dining spot, from just £24.95!\xa0Buy now with\xa0Time Out Offers.Read moreCheck availabilityAdvertising7.\xa0Don’t miss this enjoyably big-hearted doc about legendary photographer Martin ParrFilmDocumentaries4 out of 5 starsRecommendedPhotograph: Dogwoof', 'China, Afghanistan, Guatemala, Nigeria and India, hand-painted Chinese silk tapestry scrolls, an embroidered panel celebrating the lesbian and gay support of the 1980s miners’ strike and Aboriginal work.\xa0Read moreAdvertising25.\xa0Catch some Austrian cinematic triumphs at watchAUTThings to doFilm eventsThe Mall13 Mar16 Mar 2025Photograph: NGF Geyrhalterfilm / CALA Film /Albin WildnerMubi subscribers and\xa0lovers of experimental foreign films, assemble! An Austrian film festival is coming to London in March, showing some of the best current Austrian cinema, as well as historic flicks\xa0from the land', 'Multifarious and ubiquitous, textiles are\xa0the\xa0global artform – every culture uses them, and\xa0since ancient times humans have used them to tell\xa0stories,\xa0express their\xa0individuality and celebrate our relationship with the natural world. Textiles: The Art of Mankind brings together a collection of colourful, beautiful and often unexpected objects – some of which have never been shown in the UK before – which show how we’ve used our ‘second skin’ throughout the centuries. Look out for an Egyptian wedding dress, ceremonial outfits from Japan, China, Afghanistan, Guatemala, Nigeria and India,', 'treat to see this play performed with a top-notch cast.\xa0Read reviewBuy ticket6.\xa0Mark the Year of the Snake with up to 45% off bottomless dim sum and prosecco at Leong’s LegendLeongs Legend', 'Dulwich Picture Gallery’s lates give you a chance to explore the jewel-coloured rooms of England’s oldest art gallery after hours and let you get under the skin of its latest exhibitions through tours and workshops. This evening is themed around\xa0the first-ever exhibition of work by\xa0visionary artist and designer\xa0Tirzah Garwood.\xa0Join hands-on collage, lino print-making and drawing workshops, take part in a meditation and tea-making ceremony and listen to acoustic acts playing in corners of the cavernous rooms. Oh, and there’s a gimlet bar, too.\xa0Read more10.\xa0Remember the issues pulsing through']","['<1-hop>\n\nMultifarious and ubiquitous, textiles are\xa0the\xa0global artform – every culture uses them, and\xa0since ancient times humans have used them to tell\xa0stories,\xa0express their\xa0individuality and celebrate our relationship with the natural world. Textiles: The Art of Mankind brings together a collection of colourful, beautiful and often unexpected objects – some of which have never been shown in the UK before – which show how we’ve used our ‘second skin’ throughout the centuries. Look out for an Egyptian wedding dress, ceremonial outfits from Japan, China, Afghanistan, Guatemala, Nigeria and India,', '<2-hop>\n\nIndulge in unlimited dim sum at this iconic Chinatown dining spot, from just £24.95!\xa0Buy now with\xa0Time Out Offers.Read moreCheck availabilityAdvertising7.\xa0Don’t miss this enjoyably big-hearted doc about legendary photographer Martin ParrFilmDocumentaries4 out of 5 starsRecommendedPhotograph: Dogwoof']",The event features hand-painted Chinese silk tapestry scrolls from China. You can enjoy dim sum at Leong’s Legend in Chinatown.,"The event showcases ceremonial outfits from China as part of the collection of textiles that tell stories and celebrate cultural individuality. In Chinatown, you can indulge in unlimited dim sum at an iconic dining spot for just £24.95.",1.0,0.75,0.0,0.8340107209677066,0.7499999981250001,0.25

scripts/evaluate_finetune_rag.py

@@ -0,0 +1,168 @@
+import os
+from dotenv import load_dotenv
+import pandas as pd
+from tqdm import tqdm
+from typing import Dict, List
+
+from langchain_community.vectorstores import FAISS
+from langchain_openai import OpenAIEmbeddings
+from langchain_community.embeddings import HuggingFaceEmbeddings
+from langchain_core.documents import Document
+from langchain_openai import ChatOpenAI
+from langchain.text_splitter import RecursiveCharacterTextSplitter
+from langchain_community.document_loaders import WebBaseLoader
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.runnables import RunnablePassthrough
+from operator import itemgetter
+
+from ragas.llms import LangchainLLMWrapper
+from ragas.embeddings import LangchainEmbeddingsWrapper
+from ragas.testset import TestsetGenerator
+from ragas import evaluate, EvaluationDataset
+from ragas.metrics import (
+    LLMContextRecall,
+    Faithfulness,
+    FactualCorrectness,
+    ResponseRelevancy,
+    ContextEntityRecall,
+    NoiseSensitivity
+)
+
+# Load environment variables
+load_dotenv()
+
+# Initialize URLs and load documents
+urls = [
+    "https://www.timeout.com/london/things-to-do-in-london-this-weekend",
+    "https://www.timeout.com/london/london-events-in-march"
+]
+
+loader = WebBaseLoader(urls)
+docs = loader.load()
+
+# Text splitting
+text_splitter = RecursiveCharacterTextSplitter(
+    chunk_size=600,
+    chunk_overlap=50,
+    length_function=len
+)
+split_documents = text_splitter.split_documents(docs)
+
+# Initialize embedding models
+openai_embeddings = OpenAIEmbeddings(model="text-embedding-3-small")
+base_embeddings = HuggingFaceEmbeddings(model_name="Snowflake/snowflake-arctic-embed-l")
+finetuned_embeddings = HuggingFaceEmbeddings(model_name="ric9176/cjo-ft-v0")
+
+def create_rag_chain(documents: List[Document], embeddings, k: int = 6):
+    """Create a RAG chain with specified embeddings"""
+    # Create vector store and retriever
+    vectorstore = FAISS.from_documents(documents, embeddings)
+    retriever = vectorstore.as_retriever(search_kwargs={"k": k})
+    
+    # Create RAG prompt
+    rag_prompt = ChatPromptTemplate.from_template("""
+    Given a provided context and a question, you must answer the question. 
+    If you do not know the answer, you must state that you do not know.
+
+    Context:
+    {context}
+
+    Question:
+    {question}
+
+    Answer:
+    """)
+    
+    # Create LLM
+    llm = ChatOpenAI(model="gpt-4o-mini", temperature=0)
+    
+    # Create RAG chain
+    rag_chain = (
+        {"context": itemgetter("question") | retriever, "question": itemgetter("question")}
+        | RunnablePassthrough.assign(context=itemgetter("context"))
+        | {"response": rag_prompt | llm | StrOutputParser(), "context": itemgetter("context")}
+    )
+    
+    return rag_chain
+
+def evaluate_embeddings(documents, test_questions):
+    """Evaluate different embedding models"""
+    results = {}
+    
+    # Create RAG chains for each embedding model
+    chains = {
+        "OpenAI": create_rag_chain(documents, openai_embeddings),
+        "Base Arctic": create_rag_chain(documents, base_embeddings),
+        "Fine-tuned Arctic": create_rag_chain(documents, finetuned_embeddings)
+    }
+    
+    # Generate test dataset using RAGAS
+    generator_llm = LangchainLLMWrapper(ChatOpenAI(model="gpt-4o-mini"))
+    generator_embeddings = LangchainEmbeddingsWrapper(OpenAIEmbeddings())
+    generator = TestsetGenerator(llm=generator_llm, embedding_model=generator_embeddings)
+    
+    # Evaluate each model
+    for model_name, chain in chains.items():
+        print(f"\nEvaluating {model_name}...")
+        
+        # Generate dataset
+        dataset = generator.generate_with_langchain_docs(documents, testset_size=10)
+        
+        # Process questions through RAG pipeline
+        for test_row in dataset:
+            response = chain.invoke({"question": test_row.eval_sample.user_input})
+            test_row.eval_sample.response = response["response"]
+            test_row.eval_sample.retrieved_contexts = [
+                context.page_content for context in response["context"]
+            ]
+        
+        # Convert to evaluation dataset
+        evaluation_dataset = EvaluationDataset.from_pandas(dataset.to_pandas())
+        
+        # Run RAGAS evaluation
+        evaluator_llm = LangchainLLMWrapper(ChatOpenAI(model="gpt-4o-mini"))
+        result = evaluate(
+            dataset=evaluation_dataset,
+            metrics=[
+                LLMContextRecall(),
+                Faithfulness(),
+                FactualCorrectness(),
+                ResponseRelevancy(),
+                ContextEntityRecall(),
+                NoiseSensitivity()
+            ],
+            llm=evaluator_llm
+        )
+        
+        results[model_name] = result
+    
+    return results
+
+# Run evaluation
+print("Starting evaluation of embedding models...")
+results = evaluate_embeddings(split_documents, None)
+
+# Save results
+print("\nSaving results...")
+os.makedirs("docs", exist_ok=True)
+
+# Save detailed results for each model
+for model_name, result in results.items():
+    df = result.to_pandas()
+    filename = f"docs/evaluation_{model_name.lower().replace(' ', '_')}.csv"
+    df.to_csv(filename, index=False)
+    print(f"Saved results for {model_name} to {filename}")
+
+# Create comparison table
+comparison = pd.DataFrame()
+for model_name, result in results.items():
+    comparison[model_name] = pd.Series(result.scores)
+
+# Save comparison
+comparison.to_csv("docs/embedding_comparison.csv")
+print("\nSaved comparison to docs/embedding_comparison.csv")
+
+# Print comparison
+print("\nEmbedding Models Comparison:")
+print(comparison) 

evaluate_rag.py → scripts/evaluate_rag.py

@@ -158,4 +158,6 @@ except ImportError as e:
 with open("docs/test_questions.md", "w") as f:
     f.write("# Test Questions\n\n")
     for i, test_row in enumerate(dataset):
-        f.write(f"{i+1}. {test_row.eval_sample.user_input}\n")
+        f.write(f"{i+1}. {test_row.eval_sample.user_input}\n")
+
+