---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1677
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
- source_sentence: "Destination Guide: Rome\n \n Overview and Cultural\
\ Context:\n '''Rome''' (Italian and Latin: ''Roma''), the 'Eternal City',\
\ is the capital and largest city of Italy and of the Lazio region. It's the famed\
\ city of the Roman Empire, the Seven Hills, ''La Dolce Vita'', the Vatican City\
\ and ''Three Coins in the Fountain''. Rome, as a millennia-long centre of power,\
\ culture and religion, was the centre of one of the greatest civilisations ever,\
\ and has exerted a huge influence over the world in its circa 2500 years of existence.\n\
thumb|300x300px|The Colosseum\nThe historic centre of the city is a UNESCO World\
\ Heritage Site. With wonderful palaces, thousand-year-old churches and basilicas,\
\ grand romantic ruins, opulent monuments, ornate statues and graceful fountains,\
\ Rome has an immensely rich historical heritage and cosmopolitan atmosphere,\
\ making it one of Europe's and the world's most visited, famous, influential\
\ and beautiful capitals. Today, Rome has a growing nightlife scene and is also\
\ seen as a shopping heaven, being regarded as one of the fashion capitals of\
\ the world; some of Italy's oldest jewellery and clothing establishments were\
\ founded in the city. With so many sights and things to do, Rome can truly be\
\ classified a \"global city\".\n \n Historical Background:\n \
\ '''Rome''' (Italian and Latin: ''Roma''), the 'Eternal City', is the capital\
\ and largest city of Italy and of the Lazio region. It's the famed city of the\
\ Roman Empire, the Seven Hills, ''La Dolce Vita'', the Vatican City and ''Three\
\ Coins in the Fountain''. Rome, as a millennia-long centre of power, culture\
\ and religion, was the centre of one of the greatest civilisations ever, and\
\ has exerted a huge influence over the world in its circa 2500 years of existence.\n\
thumb|300x300px|The Colosseum\nThe historic centre of the city is a UNESCO World\
\ Heritage Site. With wonderful palaces, thousand-year-old churches and basilicas,\
\ grand romantic ruins, opulent monuments, ornate statues and graceful fountains,\
\ Rome has an immensely rich historical heritage and cosmopolitan atmosphere,\
\ making it one of Europe's and the world's most visited, famous, influential\
\ and beautiful capitals. Today, Rome has a growing nightlife scene and is also\
\ seen as a shopping heaven, being regarded as one of the fashion capitals of\
\ the world; some of Italy's oldest jewellery and clothing establishments were\
\ founded in the city. With so many sights and things to do, Rome can truly be\
\ classified a \"global city\".\n \n Climate and Best Times to Visit:\n\
\ '''Rome''' (Italian and Latin: ''Roma''), the 'Eternal City', is the\
\ capital and largest city of Italy and of the Lazio region. It's the famed city\
\ of the Roman Empire, the Seven Hills, ''La Dolce Vita'', the Vatican City and\
\ ''Three Coins in the Fountain''. Rome, as a millennia-long centre of power,\
\ culture and religion, was the centre of one of the greatest civilisations ever,\
\ and has exerted a huge influence over the world in its circa 2500 years of existence.\n\
thumb|300x300px|The Colosseum\nThe historic centre of the city is a UNESCO World\
\ Heritage Site. With wonderful palaces, thousand-year-old churches and basilicas,\
\ grand romantic ruins, opulent monuments, ornate statues and graceful fountains,\
\ Rome has an immensely rich historical heritage and cosmopolitan atmosphere,\
\ making it one of Europe's and the world's most visited, famous, influential\
\ and beautiful capitals. Today, Rome has a growing nightlife scene and is also\
\ seen as a shopping heaven, being regarded as one of the fashion capitals of\
\ the world; some of Italy's oldest jewellery and clothing establishments were\
\ founded in the city. With so many sights and things to do, Rome can truly be\
\ classified a \"global city\".\n \n Transportation and Getting\
\ Around:"
sentences:
- "Comprehensive Flight Analysis: NYC to ROM\n \n Route Overview:\n\
\ \n Route Characteristics:\n - Distance and typical duration\n\
\ - Common connection points\n - Seasonal weather impact\n - Time zone\
\ considerations\n \n Market Analysis:\n - Popular travel periods\n \
\ - Price fluctuation patterns\n - Competing airlines\n - Alternative\
\ routes\n \n Operational Considerations:\n - Aircraft types commonly\
\ used\n - Typical delays and causes\n - Seasonal performance metrics\n\
\ - Airport congestion analysis\n \n \n Pricing Information:\n\
\ Base Fare: 145.00\n Total Price: 294.65 EUR\n \
\ \n Detailed Flight Information:\n \n \
\ Flight Segment Analysis:\n Carrier: TP 204\n \
\ Equipment: 32Q\n \n Departure\
\ Details:\n Airport: EWR\n Terminal: B\n\
\ Time: 2025-03-26T00:55:00\n \n \
\ Arrival Details:\n Airport: LIS\n \
\ Terminal: 1\n Time: 2025-03-26T11:40:00\n \
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time performance\n\
\ - Seasonal reliability metrics\n \n \
\ Flight Segment Analysis:\n Carrier: TP 836\n\
\ Equipment: 32Q\n \n \
\ Departure Details:\n Airport: LIS\n Terminal:\
\ 1\n Time: 2025-03-26T14:40:00\n \n \
\ Arrival Details:\n Airport: FCO\n \
\ Terminal: 1\n Time: 2025-03-26T18:45:00\n \
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time performance\n\
\ - Seasonal reliability metrics\n \n \
\ \n Route Market Analysis:\n - Historical price\
\ trends\n - Peak travel periods\n - Alternative routing\
\ options\n - Alliance and codeshare details\n \n \
\ Airport Information:\n \n Airport: NYC\n \n Terminal\
\ Information:\n - Layout and facilities\n - Transfer processes\n - Security\
\ procedures\n - Lounges and services\n \n Ground Transportation:\n \
\ - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n\
\ - Parking services\n \n Amenities:\n - Dining options\n - Shopping\
\ facilities\n - Business services\n - Medical facilities\n \n \
\ \n Airport: ROM\n \n Terminal Information:\n - Layout and facilities\n\
\ - Transfer processes\n - Security procedures\n - Lounges and services\n\
\ \n Ground Transportation:\n - Public transit options\n - Taxi and\
\ ride-share\n - Car rental facilities\n - Parking services\n \n Amenities:\n\
\ - Dining options\n - Shopping facilities\n - Business services\n \
\ - Medical facilities\n \n \n Travel Planning Guidelines:\n\
\ - Optimal booking windows\n - Fare class benefits\n \
\ - Baggage policies\n - Transit visa requirements\n \
\ - Connection considerations\n \n Additional Services:\n\
\ - Available ancillary services\n - Lounge access details\n\
\ - Special assistance services\n - Meal and seat selection\
\ options"
- "Destination Analysis: BKK\n \n Flight Information:\n \
\ Departure Date: 2025-03-04\n Return Date: 2025-03-11\n \
\ Price: 822.11 USD\n \n Travel Insights:\n \
\ - Peak vs. Off-peak season analysis\n - Price trends and\
\ historical data\n - Popular connecting routes\n - Typical\
\ flight durations and time zones\n \n Travel\
\ Planning Tips:\n - Recommended booking windows\n - Alternative\
\ airports and routes\n - Airline alliance benefits\n -\
\ Visa and entry requirements"
- "City Overview:\n thumb|300px|The Eiffel Tower and the Seine River\n\
'''Paris''', the cosmopolitan capital of France, has the reputation of being the\
\ most beautiful and romantic of all cities, brimming with historic associations\
\ and remaining vastly influential in the realms of culture, art, fashion, food\
\ and design.\nDubbed the '''City of Light''' (''la ville lumière'') and the '''City\
\ of Love''' (''la ville de l'amour''), Paris is home to some of the world's finest\
\ and most luxurious fashion designers and cosmetics, such as ''Chanel'', ''Christian\
\ Dior'', ''Yves Saint-Laurent'', ''Guerlain'', ''Lancôme'', ''L'Oréal'', and\
\ ''Clarins''. A large part of the city, including the banks of the River Seine,\
\ is a UNESCO World Heritage Site. The city has the second highest number of Michelin-starred\
\ restaurants in the world (after Tokyo, which is much larger) and contains numerous\
\ iconic landmarks such as the '''Eiffel Tower''', the '''Arc de Triomphe''',\
\ '''Notre-Dame de Paris''', the '''Louvre''', the '''Moulin # Truncate to keep\
\ focus on hotel\n \n Local Transportation:\n \
\ thumb|300px|The Eiffel Tower and the Seine River\n'''Paris''', the cosmopolitan\
\ capital of France, has the reputation of being the most beautiful and romantic\
\ of all cities, brimming with historic associations and remaining vastly influential\
\ in the realms of culture, art, fashion, food and design.\nDubbed the '''City\
\ of Light''' (''la ville lumière'') and the '''City of Love''' (''la ville de\
\ l'amour''), Paris is home to some of the world's finest and most luxurious fashion\
\ designers and cosmetic\n \n Nearby Attractions:\n \
\ thumb|300px|The Eiffel Tower and the Seine River\n'''Paris''', the cosmopolitan\
\ capital of France, has the reputation of being the most beautiful and romantic\
\ of all cities, brimming with historic associations and remaining vastly influential\
\ in the realms of culture, art, fashion, food and design.\nDubbed the '''City\
\ of Light''' (''la ville lumière'') and the '''City of Love''' (''la ville de\
\ l'amour''), Paris is home to some of the world's finest and most luxurious fashion\
\ designers and cosmetics, such as ''Chanel'', ''Christian Dior'', ''Yves Saint-Laurent'',\
\ ''Guerlain'', ''Lancôme'', ''L'Oréal'', and ''Clarins''. A large part of the\
\ city, including the banks of the River Seine, is a UNESCO World Heritage Site.\
\ The city has the second highest number of Michelin-starred restaurants in the\
\ world (after Tokyo, which is much larger) and contains numerous iconic landmarks\
\ such as the '''Eiffel Tower''', the '''Arc de Triomphe''', '''Notre-Dame de\
\ Paris''', the '''Louvre''', the '''Moulin \n \n Local\
\ Dining Scene:\n thumb|300px|The Eiffel Tower and the Seine River\n\
'''Paris''', the cosmopolitan capital of France, has the reputation of being the\
\ most beautiful and romantic of all cities, brimming with historic associations\
\ and remaining vastly influential in the realms of culture, art, fashion, food\
\ and design.\nDubbed the '''City of Light''' (''la ville lumière'') and the '''City\
\ of Love''' (''la ville de l'amour''), Paris is home to some of the world's finest\
\ and most luxurious fashion designers and cosmetic"
- source_sentence: "Comprehensive Flight Analysis: PAR to ROM\n \n \
\ Route Overview:\n \n Route Characteristics:\n - Distance\
\ and typical duration\n - Common connection points\n - Seasonal weather\
\ impact\n - Time zone considerations\n \n Market Analysis:\n - Popular\
\ travel periods\n - Price fluctuation patterns\n - Competing airlines\n\
\ - Alternative routes\n \n Operational Considerations:\n - Aircraft\
\ types commonly used\n - Typical delays and causes\n - Seasonal performance\
\ metrics\n - Airport congestion analysis\n \n \n \
\ Pricing Information:\n Base Fare: 96.00\n Total Price:\
\ 144.88 EUR\n \n Detailed Flight Information:\n \
\ \n Flight Segment Analysis:\n Carrier:\
\ LG 8012\n Equipment: DH4\n \n \
\ Departure Details:\n Airport: CDG\n \
\ Terminal: 2G\n Time: 2025-03-26T09:35:00\n \
\ \n Arrival Details:\n Airport:\
\ LUX\n Terminal: N/A\n Time: 2025-03-26T10:35:00\n\
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time\
\ performance\n - Seasonal reliability metrics\n \
\ \n Flight Segment Analysis:\n \
\ Carrier: LG 6553\n Equipment: 73W\n \n\
\ Departure Details:\n Airport: LUX\n \
\ Terminal: N/A\n Time: 2025-03-26T11:35:00\n\
\ \n Arrival Details:\n \
\ Airport: FCO\n Terminal: 1\n Time:\
\ 2025-03-26T13:25:00\n \n Operational Information:\n\
\ - Aircraft specifications\n - Typical\
\ on-time performance\n - Seasonal reliability metrics\n \
\ \n \n Route Market Analysis:\n \
\ - Historical price trends\n - Peak travel periods\n \
\ - Alternative routing options\n - Alliance and codeshare details\n\
\ \n Airport Information:\n \n Airport: PAR\n\
\ \n Terminal Information:\n - Layout and facilities\n - Transfer\
\ processes\n - Security procedures\n - Lounges and services\n \n \
\ Ground Transportation:\n - Public transit options\n - Taxi and ride-share\n\
\ - Car rental facilities\n - Parking services\n \n Amenities:\n \
\ - Dining options\n - Shopping facilities\n - Business services\n \
\ - Medical facilities\n \n \n Airport: ROM\n \n Terminal\
\ Information:\n - Layout and facilities\n - Transfer processes\n - Security\
\ procedures\n - Lounges and services\n \n Ground Transportation:\n \
\ - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n\
\ - Parking services\n \n Amenities:\n - Dining options\n - Shopping\
\ facilities\n - Business services\n - Medical facilities\n \n \
\ \n Travel Planning Guidelines:\n - Optimal booking\
\ windows\n - Fare class benefits\n - Baggage policies\n\
\ - Transit visa requirements\n - Connection considerations\n\
\ \n Additional Services:\n - Available ancillary\
\ services\n - Lounge access details\n - Special assistance\
\ services\n - Meal and seat selection options"
sentences:
- "Local Transportation:\n '''New York''' (known as \"The Big Apple\"\
, \"NYC,\" and often called \"New York City\") is a global center for media, entertainment,\
\ art, fashion, research, finance, and trade. The bustling, cosmopolitan heart\
\ of the 4th largest metropolis in the world and by far the most populous city\
\ in the United States, New York has long been a key entry point and a defining\
\ city for the nation.\nFrom the Statue of Liberty in the harbor to the Empire\
\ State Building towering over the Manhattan skyline, from the tun\n \
\ \n Nearby Attractions:\n '''New York''' (known as \"\
The Big Apple\", \"NYC,\" and often called \"New York City\") is a global center\
\ for media, entertainment, art, fashion, research, finance, and trade. The bustling,\
\ cosmopolitan heart of the 4th largest metropolis in the world and by far the\
\ most populous city in the United States, New York has long been a key entry\
\ point and a defining city for the nation.\nFrom the Statue of Liberty in the\
\ harbor to the Empire State Building towering over the Manhattan skyline, from\
\ the tunnels of the subway to the riches of Wall Street, from the bright signs\
\ of Times Square to the naturalistic beauty of Central Park, and from Yankee\
\ Stadium in the Bronx to Coney Island in Brooklyn, New York's landmarks are quintessential\
\ American landmarks. The city's neighborhoods and streets are so iconic they\
\ have become ingrained into the American consciousness. Here the power, wealth\
\ and culture of the United States is on full display in one of the largest and\
\ most iconic skylines in the wor\n \n Local Dining Scene:\n\
\ '''New York''' (known as \"The Big Apple\", \"NYC,\" and often called\
\ \"New York City\") is a global center for media, entertainment, art, fashion,\
\ research, finance, and trade. The bustling, cosmopolitan heart of the 4th largest\
\ metropolis in the world and by far the most populous city in the United States,\
\ New York has long been a key entry point and a defining city for the nation.\n\
From the Statue of Liberty in the harbor to the Empire State Building towering\
\ over the Manhattan skyline, from the tun"
- ":''Tokyo can be broadly divided into the \"23 special wards\", \"Tama region\"\
\ and \"Islands\". This article is about the 23 special wards of Tokyo, which\
\ corresponds to what many think of as the \"city of Tokyo\". For information\
\ on Tokyo as a prefecture, Tama region and Islands, see Tokyo Metropolis.''\n\
'''Tokyo''' ( ''Tōkyō'') is the enormous and wealthy capital of Japan, and its\
\ main city, overflowing with culture, commerce, and most of all, people. As the\
\ most populated urban area in the world, Tokyo is a fascinating and dynamic metropolis\
\ that mixes foreign influences, consumer culture and global business along with\
\ remnants of the capital of old Japan. From modern electronics and gleaming skyscrapers\
\ to cherry blossoms and the Imperial Palace, this city represents the entire\
\ sweep of Japanese history and culture. Tokyo truly has something for every traveller.\n\
\ \n Attractions and Activities:\n thumb|240px|The bulk of\
\ the Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n:''Tokyo\
\ can be broadly divided into the \"23 special wards\", \"Tama region\" and \"\
Islands\". This article is about the 23 special wards of Tokyo, which corresponds\
\ to what many think of as the \"city of Tokyo\". For information on Tokyo as\
\ a prefecture, Tama region and Islands, see Tokyo Metropolis.''\n'''Tokyo'''\
\ ( ''Tōkyō'') is the enormous and wealthy capital of Japan, and its main city,\
\ overflowing with culture, commerce, and most of all, people. As the most populated\
\ urban area in the world, Tokyo is a fascinating and dynamic metropolis that\
\ mixes foreign influences, consumer culture and global business along with remnants\
\ of the capital of old Japan. From modern electronics and gleaming skyscrapers\
\ to cherry blossoms and the Imperial Palace, this city represents the entire\
\ sweep of Japanese history and culture. Tokyo truly has something for every traveller.\n\
thumb|240px|The bulk of the Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n\
:''Tokyo can be broadly divided into the \"23 special wards\", \"Tama region\"\
\ and \"Islands\". This article is about the 23 special wards of Tokyo, which\
\ corresponds to what many think of as the \"city of Tokyo\". For information\
\ on Tokyo as a prefecture, Tama region and Islands, see Tokyo Metropolis.''\n\
'''Tokyo''' ( ''Tōkyō'') is the enormous and wealthy capital of Japan, and its\
\ main city, overflowing with culture, commerce, and most of all, people. As the\
\ most populated urban area in the world, Tokyo is a fascinating and dynamic metropolis\
\ that mixes foreign influences, consumer culture and global business along with\
\ remnants of the capital of old Japan. From modern electronics and gleaming skyscrapers\
\ to cherry blossoms and the Imperial Palace, this city represents the entire\
\ sweep of Japanese history and culture. Tokyo truly has something for every traveller.\n\
\ \n Food and Dining Scene:\n thumb|240px|The bulk of the\
\ Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n:''Tokyo\
\ can be broadly divided into the \"23 special wards\", \"Tama region\" and \"\
Islands\". This article is about the 23 special wards of Tokyo, which corresponds\
\ to what many think of as the \"city of Tokyo\". For information on Tokyo as\
\ a prefecture, Tama region and Islands, see Tokyo Metropolis.''\n'''Tokyo'''\
\ ( ''Tōkyō'') is the enormous and wealthy capital of Japan, and its main city,\
\ overflowing with culture, commerce, and most of all, people. As the most populated\
\ urban area in the world, Tokyo is a fascinating and dynamic metropolis that\
\ mixes foreign influences, consumer culture and global business along with remnants\
\ of the capital of old Japan. From modern electronics and gleaming skyscrapers\
\ to cherry blossoms and the Imperial Palace, this city represents the entire\
\ sweep of Japanese history and culture. Tokyo truly has something for every traveller.\n\
thumb|240px|The bulk of the Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]"
- "City Overview:\n thumb|300px|The Eiffel Tower and the Seine River\n\
'''Paris''', the cosmopolitan capital of France, has the reputation of being the\
\ most beautiful and romantic of all cities, brimming with historic associations\
\ and remaining vastly influential in the realms of culture, art, fashion, food\
\ and design.\nDubbed the '''City of Light''' (''la ville lumière'') and the '''City\
\ of Love''' (''la ville de l'amour''), Paris is home to some of the world's finest\
\ and most luxurious fashion designers and cosmetics, such as ''Chanel'', ''Christian\
\ Dior'', ''Yves Saint-Laurent'', ''Guerlain'', ''Lancôme'', ''L'Oréal'', and\
\ ''Clarins''. A large part of the city, including the banks of the River Seine,\
\ is a UNESCO World Heritage Site. The city has the second highest number of Michelin-starred\
\ restaurants in the world (after Tokyo, which is much larger) and contains numerous\
\ iconic landmarks such as the '''Eiffel Tower''', the '''Arc de Triomphe''',\
\ '''Notre-Dame de Paris''', the '''Louvre''', the '''Moulin # Truncate to keep\
\ focus on hotel\n \n Local Transportation:\n \
\ thumb|300px|The Eiffel Tower and the Seine River\n'''Paris''', the cosmopolitan\
\ capital of France, has the reputation of being the most beautiful and romantic\
\ of all cities, brimming with historic associations and remaining vastly influential\
\ in the realms of culture, art, fashion, food and design.\nDubbed the '''City\
\ of Light''' (''la ville lumière'') and the '''City of Love''' (''la ville de\
\ l'amour''), Paris is home to some of the world's finest and most luxurious fashion\
\ designers and cosmetic\n \n Nearby Attractions:\n \
\ thumb|300px|The Eiffel Tower and the Seine River\n'''Paris''', the cosmopolitan\
\ capital of France, has the reputation of being the most beautiful and romantic\
\ of all cities, brimming with historic associations and remaining vastly influential\
\ in the realms of culture, art, fashion, food and design.\nDubbed the '''City\
\ of Light''' (''la ville lumière'') and the '''City of Love''' (''la ville de\
\ l'amour''), Paris is home to some of the world's finest and most luxurious fashion\
\ designers and cosmetics, such as ''Chanel'', ''Christian Dior'', ''Yves Saint-Laurent'',\
\ ''Guerlain'', ''Lancôme'', ''L'Oréal'', and ''Clarins''. A large part of the\
\ city, including the banks of the River Seine, is a UNESCO World Heritage Site.\
\ The city has the second highest number of Michelin-starred restaurants in the\
\ world (after Tokyo, which is much larger) and contains numerous iconic landmarks\
\ such as the '''Eiffel Tower''', the '''Arc de Triomphe''', '''Notre-Dame de\
\ Paris''', the '''Louvre''', the '''Moulin \n \n Local\
\ Dining Scene:\n thumb|300px|The Eiffel Tower and the Seine River\n\
'''Paris''', the cosmopolitan capital of France, has the reputation of being the\
\ most beautiful and romantic of all cities, brimming with historic associations\
\ and remaining vastly influential in the realms of culture, art, fashion, food\
\ and design.\nDubbed the '''City of Light''' (''la ville lumière'') and the '''City\
\ of Love''' (''la ville de l'amour''), Paris is home to some of the world's finest\
\ and most luxurious fashion designers and cosmetic"
- source_sentence: "Hotel Comprehensive Profile: THE HOXTON HOLBORN\n \n\
\ Location Analysis:\n City: LON\n Precise Location:\
\ 51.51705, \n -0.12257\n Country: GB\n\
\ \n Property Details:\n Chain: WV\n \
\ Category: Standard Hotel\n Last Updated: 2023-06-15T09:51:21\n\
\ \n Neighborhood Overview:\n \n Neighborhood\
\ Characteristics:\n - Local atmosphere and vibe\n - Safety and security\
\ assessment\n - Proximity to business districts\n - Entertainment and dining\
\ options\n - Cultural attractions nearby\n - Shopping facilities\n -\
\ Green spaces and recreation\n \n Transportation Hub Analysis:\n - Major\
\ transit stations\n - Bus and tram routes\n - Taxi availability\n -\
\ Bike-sharing stations\n \n Local Life:\n - Popular local venues\n \
\ - Markets and shopping areas\n - Cultural institutions\n - Sports facilities\n\
\ \n \n Detailed Amenities:\n \n Room Features:\n\
\ - Climate control systems\n - Entertainment options\n - Work space\
\ configuration\n - Connectivity solutions\n \n Property Facilities:\n\
\ - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation\
\ options\n \n Business Services:\n - Conference facilities\n - Technical\
\ support\n - Business center\n - Translation services\n \n Guest\
\ Services:\n - Concierge assistance\n - Room service hours\n - Laundry\
\ facilities\n - Airport transfers\n \n \n Transportation\
\ Access:\n - Distance from major airports\n - Public transit\
\ options\n - Parking facilities\n - Local transportation\
\ services\n \n Guest Services:\n - Check-in/out\
\ policies\n - Room service availability\n - Business facilities\n\
\ - Wellness options\n \n Area Attractions:\n\
\ \n Historic Sites:\n - Tower of London (Historic castle\
\ and fortress)\n - Westminster Abbey (Gothic church, royal coronations)\n\
\ - Buckingham Palace (Official residence of British monarch)\n \
\ - St. Paul's Cathedral (Anglican cathedral, iconic dome)\n \n \
\ Cultural Venues:\n - British Museum (World artifacts and art)\n \
\ - Tate Modern (Modern and contemporary art)\n - National Gallery (European\
\ paintings)\n \n Entertainment Districts:\n - Covent Garden\
\ (Shopping, street performers, dining)\n - Soho (Entertainment, theaters,\
\ restaurants)\n \n \n Additional Information:\n\
\ - Seasonal considerations\n - Business travel amenities\n\
\ - Family-friendly features\n - Accessibility information\n\
\ \n \n City Overview:\n thumb|260px|Historical\
\ Routemaster double-decker bus outside St Paul's cathedral\nNoisy, vibrant and\
\ truly multicultural, ''' London''' is a megalopolis of people, ideas and frenetic\
\ energy. The capital and largest city of the United Kingdom sits on the River\
\ Thames in South-East England. '''Greater London''' has a population of a little\
\ over 9 million. Considered one of the world's leading \"global cities\", London\
\ remains an international capital of culture, music, education, fashion, politics,\
\ finance and trade. For the visitor, there is a seemingly endless choice of historical\
\ sites, shopping, museums, food, art galleries, nightlife, and activities. #\
\ Truncate to keep focus on hotel\n \n Local Transportation:\n\
\ thumb|260px|Historical Routemaster double-decker bus outside St Paul's\
\ cathedral"
sentences:
- "Hotel Comprehensive Profile: PROPERTY PAR 040\n \n Location\
\ Analysis:\n City: PAR\n Precise Location: 48.85693, \n\
\ 2.3412\n Country: FR\n \n \
\ Property Details:\n Chain: MC\n Category: Standard\
\ Hotel\n Last Updated: 2023-06-15T11:21:27\n \n \
\ Neighborhood Overview:\n \n Neighborhood Characteristics:\n\
\ - Local atmosphere and vibe\n - Safety and security assessment\n -\
\ Proximity to business districts\n - Entertainment and dining options\n \
\ - Cultural attractions nearby\n - Shopping facilities\n - Green spaces\
\ and recreation\n \n Transportation Hub Analysis:\n - Major transit\
\ stations\n - Bus and tram routes\n - Taxi availability\n - Bike-sharing\
\ stations\n \n Local Life:\n - Popular local venues\n - Markets and\
\ shopping areas\n - Cultural institutions\n - Sports facilities\n \n\
\ \n Detailed Amenities:\n \n Room Features:\n\
\ - Climate control systems\n - Entertainment options\n - Work space\
\ configuration\n - Connectivity solutions\n \n Property Facilities:\n\
\ - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation\
\ options\n \n Business Services:\n - Conference facilities\n - Technical\
\ support\n - Business center\n - Translation services\n \n Guest\
\ Services:\n - Concierge assistance\n - Room service hours\n - Laundry\
\ facilities\n - Airport transfers\n \n \n Transportation\
\ Access:\n - Distance from major airports\n - Public transit\
\ options\n - Parking facilities\n - Local transportation\
\ services\n \n Guest Services:\n - Check-in/out\
\ policies\n - Room service availability\n - Business facilities\n\
\ - Wellness options\n \n Area Attractions:\n\
\ \n Major Landmarks:\n - Eiffel Tower (Historic iron\
\ lattice tower, symbol of Paris)\n - Louvre Museum (World's largest art\
\ museum, home to Mona Lisa)\n - Notre-Dame Cathedral (Medieval Catholic\
\ cathedral, Gothic architecture)\n - Arc de Triomphe (Historic monument,\
\ honors those who fought for France)\n \n Cultural Districts:\n\
\ - Le Marais (Historic district, medieval architecture, trendy shops)\n\
\ - Montmartre (Artistic neighborhood, Sacré-Cœur Basilica)\n -\
\ Latin Quarter (Academic district, historic universities)\n \n \
\ Entertainment Areas:\n - Champs-Élysées (Luxury shopping, dining, entertainment)\n\
\ - Canal Saint-Martin (Trendy area, cafes, boutiques)\n \n \
\ \n Additional Information:\n - Seasonal considerations\n\
\ - Business travel amenities\n - Family-friendly features\n\
\ - Accessibility information\n \n \n \
\ City Overview:\n thumb|300px|The Eiffel Tower and the Seine River\n\
'''Paris''', the cosmopolitan capital of France, has the reputation of being the\
\ most beautiful and romantic of all cities, brimming with historic associations\
\ and remaining vastly influential in the realms of culture, art, fashion, food\
\ and design."
- "Destination Analysis: SFO\n \n Flight Information:\n \
\ Departure Date: 2025-03-26\n Return Date: 2025-04-01\n \
\ Price: 139.96 USD\n \n Travel Insights:\n \
\ - Peak vs. Off-peak season analysis\n - Price trends and\
\ historical data\n - Popular connecting routes\n - Typical\
\ flight durations and time zones\n \n Travel\
\ Planning Tips:\n - Recommended booking windows\n - Alternative\
\ airports and routes\n - Airline alliance benefits\n -\
\ Visa and entry requirements"
- "Destination Analysis: BKK\n \n Flight Information:\n \
\ Departure Date: 2025-03-04\n Return Date: 2025-03-11\n \
\ Price: 822.11 USD\n \n Travel Insights:\n \
\ - Peak vs. Off-peak season analysis\n - Price trends and\
\ historical data\n - Popular connecting routes\n - Typical\
\ flight durations and time zones\n \n Travel\
\ Planning Tips:\n - Recommended booking windows\n - Alternative\
\ airports and routes\n - Airline alliance benefits\n -\
\ Visa and entry requirements"
- source_sentence: "Comprehensive Flight Analysis: PAR to ROM\n \n \
\ Route Overview:\n \n Route Characteristics:\n - Distance\
\ and typical duration\n - Common connection points\n - Seasonal weather\
\ impact\n - Time zone considerations\n \n Market Analysis:\n - Popular\
\ travel periods\n - Price fluctuation patterns\n - Competing airlines\n\
\ - Alternative routes\n \n Operational Considerations:\n - Aircraft\
\ types commonly used\n - Typical delays and causes\n - Seasonal performance\
\ metrics\n - Airport congestion analysis\n \n \n \
\ Pricing Information:\n Base Fare: 96.00\n Total Price:\
\ 144.88 EUR\n \n Detailed Flight Information:\n \
\ \n Flight Segment Analysis:\n Carrier:\
\ LG 8012\n Equipment: DH4\n \n \
\ Departure Details:\n Airport: CDG\n \
\ Terminal: 2G\n Time: 2025-03-26T09:35:00\n \
\ \n Arrival Details:\n Airport:\
\ LUX\n Terminal: N/A\n Time: 2025-03-26T10:35:00\n\
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time\
\ performance\n - Seasonal reliability metrics\n \
\ \n Flight Segment Analysis:\n \
\ Carrier: LG 6553\n Equipment: 73W\n \n\
\ Departure Details:\n Airport: LUX\n \
\ Terminal: N/A\n Time: 2025-03-26T11:35:00\n\
\ \n Arrival Details:\n \
\ Airport: FCO\n Terminal: 1\n Time:\
\ 2025-03-26T13:25:00\n \n Operational Information:\n\
\ - Aircraft specifications\n - Typical\
\ on-time performance\n - Seasonal reliability metrics\n \
\ \n \n Route Market Analysis:\n \
\ - Historical price trends\n - Peak travel periods\n \
\ - Alternative routing options\n - Alliance and codeshare details\n\
\ \n Airport Information:\n \n Airport: PAR\n\
\ \n Terminal Information:\n - Layout and facilities\n - Transfer\
\ processes\n - Security procedures\n - Lounges and services\n \n \
\ Ground Transportation:\n - Public transit options\n - Taxi and ride-share\n\
\ - Car rental facilities\n - Parking services\n \n Amenities:\n \
\ - Dining options\n - Shopping facilities\n - Business services\n \
\ - Medical facilities\n \n \n Airport: ROM\n \n Terminal\
\ Information:\n - Layout and facilities\n - Transfer processes\n - Security\
\ procedures\n - Lounges and services\n \n Ground Transportation:\n \
\ - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n\
\ - Parking services\n \n Amenities:\n - Dining options\n - Shopping\
\ facilities\n - Business services\n - Medical facilities\n \n \
\ \n Travel Planning Guidelines:\n - Optimal booking\
\ windows\n - Fare class benefits\n - Baggage policies\n\
\ - Transit visa requirements\n - Connection considerations\n\
\ \n Additional Services:\n - Available ancillary\
\ services\n - Lounge access details\n - Special assistance\
\ services\n - Meal and seat selection options"
sentences:
- "Hotel Comprehensive Profile: JUBILEE HOTEL\n \n Location\
\ Analysis:\n City: LON\n Precise Location: 51.49133, \n\
\ -0.1456\n Country: GB\n \n\
\ Property Details:\n Chain: HS\n Category: Standard\
\ Hotel\n Last Updated: 2023-06-15T11:15:45\n \n \
\ Neighborhood Overview:\n \n Neighborhood Characteristics:\n\
\ - Local atmosphere and vibe\n - Safety and security assessment\n -\
\ Proximity to business districts\n - Entertainment and dining options\n \
\ - Cultural attractions nearby\n - Shopping facilities\n - Green spaces\
\ and recreation\n \n Transportation Hub Analysis:\n - Major transit\
\ stations\n - Bus and tram routes\n - Taxi availability\n - Bike-sharing\
\ stations\n \n Local Life:\n - Popular local venues\n - Markets and\
\ shopping areas\n - Cultural institutions\n - Sports facilities\n \n\
\ \n Detailed Amenities:\n \n Room Features:\n\
\ - Climate control systems\n - Entertainment options\n - Work space\
\ configuration\n - Connectivity solutions\n \n Property Facilities:\n\
\ - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation\
\ options\n \n Business Services:\n - Conference facilities\n - Technical\
\ support\n - Business center\n - Translation services\n \n Guest\
\ Services:\n - Concierge assistance\n - Room service hours\n - Laundry\
\ facilities\n - Airport transfers\n \n \n Transportation\
\ Access:\n - Distance from major airports\n - Public transit\
\ options\n - Parking facilities\n - Local transportation\
\ services\n \n Guest Services:\n - Check-in/out\
\ policies\n - Room service availability\n - Business facilities\n\
\ - Wellness options\n \n Area Attractions:\n\
\ \n Historic Sites:\n - Tower of London (Historic castle\
\ and fortress)\n - Westminster Abbey (Gothic church, royal coronations)\n\
\ - Buckingham Palace (Official residence of British monarch)\n \
\ - St. Paul's Cathedral (Anglican cathedral, iconic dome)\n \n \
\ Cultural Venues:\n - British Museum (World artifacts and art)\n \
\ - Tate Modern (Modern and contemporary art)\n - National Gallery (European\
\ paintings)\n \n Entertainment Districts:\n - Covent Garden\
\ (Shopping, street performers, dining)\n - Soho (Entertainment, theaters,\
\ restaurants)\n \n \n Additional Information:\n\
\ - Seasonal considerations\n - Business travel amenities\n\
\ - Family-friendly features\n - Accessibility information\n\
\ \n \n City Overview:\n thumb|260px|Historical\
\ Routemaster double-decker bus outside St Paul's cathedral\nNoisy, vibrant and\
\ truly multicultural, ''' London''' is a megalopolis of people, ideas and frenetic\
\ energy. The capital and largest city of the United Kingdom sits on the River\
\ Thames in South-East England. '''Greater London''' has a population of a little\
\ over 9 million. Considered one of the world's leading \"global cities\", London\
\ remains an international capital of culture, music, education, fashion, politics,\
\ finance and trade. For the visitor, there is a seemingly endless choice of historical\
\ sites, shopping, museums, food, art galleries, nightlife, and activities. #\
\ Truncate to keep focus on hotel\n \n Local Transportation:\n\
\ thumb|260px|Historical Routemaster double-decker bus outside St Paul's\
\ cathedral"
- "Local Transportation:\n thumb|260px|Historical Routemaster double-decker\
\ bus outside St Paul's cathedral\nNoisy, vibrant and truly multicultural, '''\
\ London''' is a megalopolis of people, ideas and frenetic energy. The capital\
\ and largest city of the United Kingdom sits on the River Thames in South-East\
\ England. '''Greater London''' has a population of a little over 9 million. Considered\
\ one of the world's leading \"global cities\", London remains an international\
\ capital of culture, music, education, fashion, politics, f\n \n \
\ Nearby Attractions:\n thumb|260px|Historical Routemaster\
\ double-decker bus outside St Paul's cathedral\nNoisy, vibrant and truly multicultural,\
\ ''' London''' is a megalopolis of people, ideas and frenetic energy. The capital\
\ and largest city of the United Kingdom sits on the River Thames in South-East\
\ England. '''Greater London''' has a population of a little over 9 million. Considered\
\ one of the world's leading \"global cities\", London remains an international\
\ capital of culture, music, education, fashion, politics, finance and trade.\
\ For the visitor, there is a seemingly endless choice of historical sites, shopping,\
\ museums, food, art galleries, nightlife, and activities.\nthumb|260px|Historical\
\ Routemaster double-decker bus outside St Paul's cathedral\nNoisy, vibrant and\
\ truly multicultural, ''' London''' is a megalopolis of people, ideas and frenetic\
\ energy. The capital and largest city of the United Kingdom sits on the River\
\ Thames in South-East England. '''Greater London''' has a population of a little\
\ ov\n \n Local Dining Scene:\n thumb|260px|Historical\
\ Routemaster double-decker bus outside St Paul's cathedral\nNoisy, vibrant and\
\ truly multicultural, ''' London''' is a megalopolis of people, ideas and frenetic\
\ energy. The capital and largest city of the United Kingdom sits on the River\
\ Thames in South-East England. '''Greater London''' has a population of a little\
\ over 9 million. Considered one of the world's leading \"global cities\", London\
\ remains an international capital of culture, music, education, fashion, politics,\
\ f"
- "Hotel Comprehensive Profile: HOTEL TIVOLI\n \n Location\
\ Analysis:\n City: PAR\n Precise Location: 48.87621, \n\
\ 2.29599\n Country: FR\n \n\
\ Property Details:\n Chain: EU\n Category: Standard\
\ Hotel\n Last Updated: 2023-06-15T09:43:28\n \n \
\ Neighborhood Overview:\n \n Neighborhood Characteristics:\n\
\ - Local atmosphere and vibe\n - Safety and security assessment\n -\
\ Proximity to business districts\n - Entertainment and dining options\n \
\ - Cultural attractions nearby\n - Shopping facilities\n - Green spaces\
\ and recreation\n \n Transportation Hub Analysis:\n - Major transit\
\ stations\n - Bus and tram routes\n - Taxi availability\n - Bike-sharing\
\ stations\n \n Local Life:\n - Popular local venues\n - Markets and\
\ shopping areas\n - Cultural institutions\n - Sports facilities\n \n\
\ \n Detailed Amenities:\n \n Room Features:\n\
\ - Climate control systems\n - Entertainment options\n - Work space\
\ configuration\n - Connectivity solutions\n \n Property Facilities:\n\
\ - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation\
\ options\n \n Business Services:\n - Conference facilities\n - Technical\
\ support\n - Business center\n - Translation services\n \n Guest\
\ Services:\n - Concierge assistance\n - Room service hours\n - Laundry\
\ facilities\n - Airport transfers\n \n \n Transportation\
\ Access:\n - Distance from major airports\n - Public transit\
\ options\n - Parking facilities\n - Local transportation\
\ services\n \n Guest Services:\n - Check-in/out\
\ policies\n - Room service availability\n - Business facilities\n\
\ - Wellness options\n \n Area Attractions:\n\
\ \n Major Landmarks:\n - Eiffel Tower (Historic iron\
\ lattice tower, symbol of Paris)\n - Louvre Museum (World's largest art\
\ museum, home to Mona Lisa)\n - Notre-Dame Cathedral (Medieval Catholic\
\ cathedral, Gothic architecture)\n - Arc de Triomphe (Historic monument,\
\ honors those who fought for France)\n \n Cultural Districts:\n\
\ - Le Marais (Historic district, medieval architecture, trendy shops)\n\
\ - Montmartre (Artistic neighborhood, Sacré-Cœur Basilica)\n -\
\ Latin Quarter (Academic district, historic universities)\n \n \
\ Entertainment Areas:\n - Champs-Élysées (Luxury shopping, dining, entertainment)\n\
\ - Canal Saint-Martin (Trendy area, cafes, boutiques)\n \n \
\ \n Additional Information:\n - Seasonal considerations\n\
\ - Business travel amenities\n - Family-friendly features\n\
\ - Accessibility information\n \n \n \
\ City Overview:\n thumb|300px|The Eiffel Tower and the Seine River\n\
'''Paris''', the cosmopolitan capital of France, has the reputation of being the\
\ most beautiful and romantic of all cities, brimming with historic associations\
\ and remaining vastly influential in the realms of culture, art, fashion, food\
\ and design."
- source_sentence: "Comprehensive Flight Analysis: NYC to PAR\n \n \
\ Route Overview:\n \n Route Characteristics:\n - Distance\
\ and typical duration\n - Common connection points\n - Seasonal weather\
\ impact\n - Time zone considerations\n \n Market Analysis:\n - Popular\
\ travel periods\n - Price fluctuation patterns\n - Competing airlines\n\
\ - Alternative routes\n \n Operational Considerations:\n - Aircraft\
\ types commonly used\n - Typical delays and causes\n - Seasonal performance\
\ metrics\n - Airport congestion analysis\n \n \n \
\ Pricing Information:\n Base Fare: 30.00\n Total Price:\
\ 124.87 EUR\n \n Detailed Flight Information:\n \
\ \n Flight Segment Analysis:\n Carrier:\
\ 6X 172\n Equipment: 744\n \n \
\ Departure Details:\n Airport: JFK\n \
\ Terminal: N/A\n Time: 2025-03-26T20:00:00\n \
\ \n Arrival Details:\n Airport:\
\ LHR\n Terminal: N/A\n Time: 2025-03-27T08:05:00\n\
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time\
\ performance\n - Seasonal reliability metrics\n \
\ \n Flight Segment Analysis:\n \
\ Carrier: 6X 312\n Equipment: 319\n \n\
\ Departure Details:\n Airport: LHR\n \
\ Terminal: 4\n Time: 2025-03-27T12:15:00\n\
\ \n Arrival Details:\n \
\ Airport: CDG\n Terminal: 1\n Time:\
\ 2025-03-27T14:25:00\n \n Operational Information:\n\
\ - Aircraft specifications\n - Typical\
\ on-time performance\n - Seasonal reliability metrics\n \
\ \n \n Route Market Analysis:\n \
\ - Historical price trends\n - Peak travel periods\n \
\ - Alternative routing options\n - Alliance and codeshare details\n\
\ \n Airport Information:\n \n Airport: NYC\n\
\ \n Terminal Information:\n - Layout and facilities\n - Transfer\
\ processes\n - Security procedures\n - Lounges and services\n \n \
\ Ground Transportation:\n - Public transit options\n - Taxi and ride-share\n\
\ - Car rental facilities\n - Parking services\n \n Amenities:\n \
\ - Dining options\n - Shopping facilities\n - Business services\n \
\ - Medical facilities\n \n \n Airport: PAR\n \n Terminal\
\ Information:\n - Layout and facilities\n - Transfer processes\n - Security\
\ procedures\n - Lounges and services\n \n Ground Transportation:\n \
\ - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n\
\ - Parking services\n \n Amenities:\n - Dining options\n - Shopping\
\ facilities\n - Business services\n - Medical facilities\n \n \
\ \n Travel Planning Guidelines:\n - Optimal booking\
\ windows\n - Fare class benefits\n - Baggage policies\n\
\ - Transit visa requirements\n - Connection considerations\n\
\ \n Additional Services:\n - Available ancillary\
\ services\n - Lounge access details\n - Special assistance\
\ services\n - Meal and seat selection options"
sentences:
- "Hotel Comprehensive Profile: HOTEL GRACERY GINZA\n \n Location\
\ Analysis:\n City: TYO\n Precise Location: 35.66905, \n\
\ 139.76364\n Country: JP\n \n\
\ Property Details:\n Chain: FG\n Category: Standard\
\ Hotel\n Last Updated: 2023-06-15T09:58:08\n \n \
\ Neighborhood Overview:\n \n Neighborhood Characteristics:\n\
\ - Local atmosphere and vibe\n - Safety and security assessment\n -\
\ Proximity to business districts\n - Entertainment and dining options\n \
\ - Cultural attractions nearby\n - Shopping facilities\n - Green spaces\
\ and recreation\n \n Transportation Hub Analysis:\n - Major transit\
\ stations\n - Bus and tram routes\n - Taxi availability\n - Bike-sharing\
\ stations\n \n Local Life:\n - Popular local venues\n - Markets and\
\ shopping areas\n - Cultural institutions\n - Sports facilities\n \n\
\ \n Detailed Amenities:\n \n Room Features:\n\
\ - Climate control systems\n - Entertainment options\n - Work space\
\ configuration\n - Connectivity solutions\n \n Property Facilities:\n\
\ - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation\
\ options\n \n Business Services:\n - Conference facilities\n - Technical\
\ support\n - Business center\n - Translation services\n \n Guest\
\ Services:\n - Concierge assistance\n - Room service hours\n - Laundry\
\ facilities\n - Airport transfers\n \n \n Transportation\
\ Access:\n - Distance from major airports\n - Public transit\
\ options\n - Parking facilities\n - Local transportation\
\ services\n \n Guest Services:\n - Check-in/out\
\ policies\n - Room service availability\n - Business facilities\n\
\ - Wellness options\n \n Area Attractions:\n\
\ Information about local attractions and points of interest.\n \
\ \n Additional Information:\n - Seasonal considerations\n\
\ - Business travel amenities\n - Family-friendly features\n\
\ - Accessibility information\n \n \n \
\ City Overview:\n thumb|240px|The bulk of the Tokyo Metropolitan\
\ Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n:''Tokyo can be broadly divided\
\ into the \"23 special wards\", \"Tama region\" and \"Islands\". This article\
\ is about the 23 special wards of Tokyo, which corresponds to what many think\
\ of as the \"city of Tokyo\". For information on Tokyo as a prefecture, Tama\
\ region and Islands, see Tokyo Metropolis.''\n'''Tokyo''' ( ''Tōkyō'') is the\
\ enormous and wealthy capital of Japan, and its main city, overflowing with culture,\
\ commerce, and most of all, people. As the most populated urban area in the world,\
\ Tokyo is a fascinating and dynamic metropolis that mixes foreign influences,\
\ consumer culture and global business along with remnants of the capital of old\
\ Japan. From modern electronics and gleaming skyscrapers to cherry blossoms and\
\ the Imperial Palace, this city represents the entire sweep of Japanese history\
\ and culture. Tokyo truly has something for every traveller. # Truncate to keep\
\ focus on hotel\n \n Local Transportation:\n \
\ thumb|240px|The bulk of the Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n\
:''Tokyo can be broadly divided into the \"23 special wards\", \"Tama region\"\
\ and \"Islands\". This article is about the 23 special wards of Tokyo, which\
\ corresponds to what many think of as the \"city of Tokyo\". For information\
\ on Tokyo as a prefecture, Tama region and Islands, see Tokyo Metropolis.''\n\
'''Tokyo''' ( ''Tōkyō'') is the enormous and wealthy capital of Japan, and its\
\ main city, overflowing with\n \n Nearby Attractions:"
- "Hotel Comprehensive Profile: PREMIER INN LONDON EALING\n \n \
\ Location Analysis:\n City: LON\n Precise Location:\
\ 51.51339, \n -0.30961\n Country: GB\n\
\ \n Property Details:\n Chain: PI\n \
\ Category: Standard Hotel\n Last Updated: 2023-06-15T10:25:08\n\
\ \n Neighborhood Overview:\n \n Neighborhood\
\ Characteristics:\n - Local atmosphere and vibe\n - Safety and security\
\ assessment\n - Proximity to business districts\n - Entertainment and dining\
\ options\n - Cultural attractions nearby\n - Shopping facilities\n -\
\ Green spaces and recreation\n \n Transportation Hub Analysis:\n - Major\
\ transit stations\n - Bus and tram routes\n - Taxi availability\n -\
\ Bike-sharing stations\n \n Local Life:\n - Popular local venues\n \
\ - Markets and shopping areas\n - Cultural institutions\n - Sports facilities\n\
\ \n \n Detailed Amenities:\n \n Room Features:\n\
\ - Climate control systems\n - Entertainment options\n - Work space\
\ configuration\n - Connectivity solutions\n \n Property Facilities:\n\
\ - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation\
\ options\n \n Business Services:\n - Conference facilities\n - Technical\
\ support\n - Business center\n - Translation services\n \n Guest\
\ Services:\n - Concierge assistance\n - Room service hours\n - Laundry\
\ facilities\n - Airport transfers\n \n \n Transportation\
\ Access:\n - Distance from major airports\n - Public transit\
\ options\n - Parking facilities\n - Local transportation\
\ services\n \n Guest Services:\n - Check-in/out\
\ policies\n - Room service availability\n - Business facilities\n\
\ - Wellness options\n \n Area Attractions:\n\
\ \n Historic Sites:\n - Tower of London (Historic castle\
\ and fortress)\n - Westminster Abbey (Gothic church, royal coronations)\n\
\ - Buckingham Palace (Official residence of British monarch)\n \
\ - St. Paul's Cathedral (Anglican cathedral, iconic dome)\n \n \
\ Cultural Venues:\n - British Museum (World artifacts and art)\n \
\ - Tate Modern (Modern and contemporary art)\n - National Gallery (European\
\ paintings)\n \n Entertainment Districts:\n - Covent Garden\
\ (Shopping, street performers, dining)\n - Soho (Entertainment, theaters,\
\ restaurants)\n \n \n Additional Information:\n\
\ - Seasonal considerations\n - Business travel amenities\n\
\ - Family-friendly features\n - Accessibility information\n\
\ \n \n City Overview:\n thumb|260px|Historical\
\ Routemaster double-decker bus outside St Paul's cathedral\nNoisy, vibrant and\
\ truly multicultural, ''' London''' is a megalopolis of people, ideas and frenetic\
\ energy. The capital and largest city of the United Kingdom sits on the River\
\ Thames in South-East England. '''Greater London''' has a population of a little\
\ over 9 million. Considered one of the world's leading \"global cities\", London\
\ remains an international capital of culture, music, education, fashion, politics,\
\ finance and trade. For the visitor, there is a seemingly endless choice of historical\
\ sites, shopping, museums, food, art galleries, nightlife, and activities. #\
\ Truncate to keep focus on hotel\n \n Local Transportation:\n\
\ thumb|260px|Historical Routemaster double-decker bus outside St Paul's\
\ cathedral"
- "Comprehensive Flight Analysis: NYC to ROM\n \n Route Overview:\n\
\ \n Route Characteristics:\n - Distance and typical duration\n\
\ - Common connection points\n - Seasonal weather impact\n - Time zone\
\ considerations\n \n Market Analysis:\n - Popular travel periods\n \
\ - Price fluctuation patterns\n - Competing airlines\n - Alternative\
\ routes\n \n Operational Considerations:\n - Aircraft types commonly\
\ used\n - Typical delays and causes\n - Seasonal performance metrics\n\
\ - Airport congestion analysis\n \n \n Pricing Information:\n\
\ Base Fare: 169.00\n Total Price: 392.55 EUR\n \
\ \n Detailed Flight Information:\n \n \
\ Flight Segment Analysis:\n Carrier: AC 8943\n \
\ Equipment: E75\n \n Departure\
\ Details:\n Airport: EWR\n Terminal: A\n\
\ Time: 2025-03-26T15:55:00\n \n \
\ Arrival Details:\n Airport: YUL\n \
\ Terminal: N/A\n Time: 2025-03-26T17:30:00\n \
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time performance\n\
\ - Seasonal reliability metrics\n \n \
\ Flight Segment Analysis:\n Carrier: AC 892\n\
\ Equipment: 77W\n \n \
\ Departure Details:\n Airport: YUL\n Terminal:\
\ N/A\n Time: 2025-03-26T19:50:00\n \n \
\ Arrival Details:\n Airport: FCO\n \
\ Terminal: 3\n Time: 2025-03-27T09:00:00\n \
\ \n Operational Information:\n \
\ - Aircraft specifications\n - Typical on-time performance\n\
\ - Seasonal reliability metrics\n \n \
\ \n Route Market Analysis:\n - Historical price\
\ trends\n - Peak travel periods\n - Alternative routing\
\ options\n - Alliance and codeshare details\n \n \
\ Airport Information:\n \n Airport: NYC\n \n Terminal\
\ Information:\n - Layout and facilities\n - Transfer processes\n - Security\
\ procedures\n - Lounges and services\n \n Ground Transportation:\n \
\ - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n\
\ - Parking services\n \n Amenities:\n - Dining options\n - Shopping\
\ facilities\n - Business services\n - Medical facilities\n \n \
\ \n Airport: ROM\n \n Terminal Information:\n - Layout and facilities\n\
\ - Transfer processes\n - Security procedures\n - Lounges and services\n\
\ \n Ground Transportation:\n - Public transit options\n - Taxi and\
\ ride-share\n - Car rental facilities\n - Parking services\n \n Amenities:\n\
\ - Dining options\n - Shopping facilities\n - Business services\n \
\ - Medical facilities\n \n \n Travel Planning Guidelines:\n\
\ - Optimal booking windows\n - Fare class benefits\n \
\ - Baggage policies\n - Transit visa requirements\n \
\ - Connection considerations\n \n Additional Services:\n\
\ - Available ancillary services\n - Lounge access details\n\
\ - Special assistance services\n - Meal and seat selection\
\ options"
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- pearson_cosine
- spearman_cosine
model-index:
- name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
results:
- task:
type: semantic-similarity
name: Semantic Similarity
dataset:
name: Unknown
type: unknown
metrics:
- type: pearson_cosine
value: 0.034091641505985114
name: Pearson Cosine
- type: spearman_cosine
value: 0.019404774370851637
name: Spearman Cosine
---
# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
- **Maximum Sequence Length:** 256 tokens
- **Output Dimensionality:** 384 dimensions
- **Similarity Function:** Cosine Similarity
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(2): Normalize()
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("dabraldeepti25/embedding-model-midterm-submission")
# Run inference
sentences = [
'Comprehensive Flight Analysis: NYC to PAR\n \n Route Overview:\n \n Route Characteristics:\n - Distance and typical duration\n - Common connection points\n - Seasonal weather impact\n - Time zone considerations\n \n Market Analysis:\n - Popular travel periods\n - Price fluctuation patterns\n - Competing airlines\n - Alternative routes\n \n Operational Considerations:\n - Aircraft types commonly used\n - Typical delays and causes\n - Seasonal performance metrics\n - Airport congestion analysis\n \n \n Pricing Information:\n Base Fare: 30.00\n Total Price: 124.87 EUR\n \n Detailed Flight Information:\n \n Flight Segment Analysis:\n Carrier: 6X 172\n Equipment: 744\n \n Departure Details:\n Airport: JFK\n Terminal: N/A\n Time: 2025-03-26T20:00:00\n \n Arrival Details:\n Airport: LHR\n Terminal: N/A\n Time: 2025-03-27T08:05:00\n \n Operational Information:\n - Aircraft specifications\n - Typical on-time performance\n - Seasonal reliability metrics\n \n Flight Segment Analysis:\n Carrier: 6X 312\n Equipment: 319\n \n Departure Details:\n Airport: LHR\n Terminal: 4\n Time: 2025-03-27T12:15:00\n \n Arrival Details:\n Airport: CDG\n Terminal: 1\n Time: 2025-03-27T14:25:00\n \n Operational Information:\n - Aircraft specifications\n - Typical on-time performance\n - Seasonal reliability metrics\n \n \n Route Market Analysis:\n - Historical price trends\n - Peak travel periods\n - Alternative routing options\n - Alliance and codeshare details\n \n Airport Information:\n \n Airport: NYC\n \n Terminal Information:\n - Layout and facilities\n - Transfer processes\n - Security procedures\n - Lounges and services\n \n Ground Transportation:\n - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n - Parking services\n \n Amenities:\n - Dining options\n - Shopping facilities\n - Business services\n - Medical facilities\n \n \n Airport: PAR\n \n Terminal Information:\n - Layout and facilities\n - Transfer processes\n - Security procedures\n - Lounges and services\n \n Ground Transportation:\n - Public transit options\n - Taxi and ride-share\n - Car rental facilities\n - Parking services\n \n Amenities:\n - Dining options\n - Shopping facilities\n - Business services\n - Medical facilities\n \n \n Travel Planning Guidelines:\n - Optimal booking windows\n - Fare class benefits\n - Baggage policies\n - Transit visa requirements\n - Connection considerations\n \n Additional Services:\n - Available ancillary services\n - Lounge access details\n - Special assistance services\n - Meal and seat selection options',
'Hotel Comprehensive Profile: PREMIER INN LONDON EALING\n \n Location Analysis:\n City: LON\n Precise Location: 51.51339, \n -0.30961\n Country: GB\n \n Property Details:\n Chain: PI\n Category: Standard Hotel\n Last Updated: 2023-06-15T10:25:08\n \n Neighborhood Overview:\n \n Neighborhood Characteristics:\n - Local atmosphere and vibe\n - Safety and security assessment\n - Proximity to business districts\n - Entertainment and dining options\n - Cultural attractions nearby\n - Shopping facilities\n - Green spaces and recreation\n \n Transportation Hub Analysis:\n - Major transit stations\n - Bus and tram routes\n - Taxi availability\n - Bike-sharing stations\n \n Local Life:\n - Popular local venues\n - Markets and shopping areas\n - Cultural institutions\n - Sports facilities\n \n \n Detailed Amenities:\n \n Room Features:\n - Climate control systems\n - Entertainment options\n - Work space configuration\n - Connectivity solutions\n \n Property Facilities:\n - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation options\n \n Business Services:\n - Conference facilities\n - Technical support\n - Business center\n - Translation services\n \n Guest Services:\n - Concierge assistance\n - Room service hours\n - Laundry facilities\n - Airport transfers\n \n \n Transportation Access:\n - Distance from major airports\n - Public transit options\n - Parking facilities\n - Local transportation services\n \n Guest Services:\n - Check-in/out policies\n - Room service availability\n - Business facilities\n - Wellness options\n \n Area Attractions:\n \n Historic Sites:\n - Tower of London (Historic castle and fortress)\n - Westminster Abbey (Gothic church, royal coronations)\n - Buckingham Palace (Official residence of British monarch)\n - St. Paul\'s Cathedral (Anglican cathedral, iconic dome)\n \n Cultural Venues:\n - British Museum (World artifacts and art)\n - Tate Modern (Modern and contemporary art)\n - National Gallery (European paintings)\n \n Entertainment Districts:\n - Covent Garden (Shopping, street performers, dining)\n - Soho (Entertainment, theaters, restaurants)\n \n \n Additional Information:\n - Seasonal considerations\n - Business travel amenities\n - Family-friendly features\n - Accessibility information\n \n \n City Overview:\n thumb|260px|Historical Routemaster double-decker bus outside St Paul\'s cathedral\nNoisy, vibrant and truly multicultural, \'\'\' London\'\'\' is a megalopolis of people, ideas and frenetic energy. The capital and largest city of the United Kingdom sits on the River Thames in South-East England. \'\'\'Greater London\'\'\' has a population of a little over 9 million. Considered one of the world\'s leading "global cities", London remains an international capital of culture, music, education, fashion, politics, finance and trade. For the visitor, there is a seemingly endless choice of historical sites, shopping, museums, food, art galleries, nightlife, and activities. # Truncate to keep focus on hotel\n \n Local Transportation:\n thumb|260px|Historical Routemaster double-decker bus outside St Paul\'s cathedral',
'Hotel Comprehensive Profile: HOTEL GRACERY GINZA\n \n Location Analysis:\n City: TYO\n Precise Location: 35.66905, \n 139.76364\n Country: JP\n \n Property Details:\n Chain: FG\n Category: Standard Hotel\n Last Updated: 2023-06-15T09:58:08\n \n Neighborhood Overview:\n \n Neighborhood Characteristics:\n - Local atmosphere and vibe\n - Safety and security assessment\n - Proximity to business districts\n - Entertainment and dining options\n - Cultural attractions nearby\n - Shopping facilities\n - Green spaces and recreation\n \n Transportation Hub Analysis:\n - Major transit stations\n - Bus and tram routes\n - Taxi availability\n - Bike-sharing stations\n \n Local Life:\n - Popular local venues\n - Markets and shopping areas\n - Cultural institutions\n - Sports facilities\n \n \n Detailed Amenities:\n \n Room Features:\n - Climate control systems\n - Entertainment options\n - Work space configuration\n - Connectivity solutions\n \n Property Facilities:\n - Dining venues\n - Meeting spaces\n - Wellness facilities\n - Recreation options\n \n Business Services:\n - Conference facilities\n - Technical support\n - Business center\n - Translation services\n \n Guest Services:\n - Concierge assistance\n - Room service hours\n - Laundry facilities\n - Airport transfers\n \n \n Transportation Access:\n - Distance from major airports\n - Public transit options\n - Parking facilities\n - Local transportation services\n \n Guest Services:\n - Check-in/out policies\n - Room service availability\n - Business facilities\n - Wellness options\n \n Area Attractions:\n Information about local attractions and points of interest.\n \n Additional Information:\n - Seasonal considerations\n - Business travel amenities\n - Family-friendly features\n - Accessibility information\n \n \n City Overview:\n thumb|240px|The bulk of the Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n:\'\'Tokyo can be broadly divided into the "23 special wards", "Tama region" and "Islands". This article is about the 23 special wards of Tokyo, which corresponds to what many think of as the "city of Tokyo". For information on Tokyo as a prefecture, Tama region and Islands, see Tokyo Metropolis.\'\'\n\'\'\'Tokyo\'\'\' ( \'\'Tōkyō\'\') is the enormous and wealthy capital of Japan, and its main city, overflowing with culture, commerce, and most of all, people. As the most populated urban area in the world, Tokyo is a fascinating and dynamic metropolis that mixes foreign influences, consumer culture and global business along with remnants of the capital of old Japan. From modern electronics and gleaming skyscrapers to cherry blossoms and the Imperial Palace, this city represents the entire sweep of Japanese history and culture. Tokyo truly has something for every traveller. # Truncate to keep focus on hotel\n \n Local Transportation:\n thumb|240px|The bulk of the Tokyo Metropolitan Government Building, [[Tokyo/Shinjuku|Shinjuku]]\n:\'\'Tokyo can be broadly divided into the "23 special wards", "Tama region" and "Islands". This article is about the 23 special wards of Tokyo, which corresponds to what many think of as the "city of Tokyo". For information on Tokyo as a prefecture, Tama region and Islands, see Tokyo Metropolis.\'\'\n\'\'\'Tokyo\'\'\' ( \'\'Tōkyō\'\') is the enormous and wealthy capital of Japan, and its main city, overflowing with\n \n Nearby Attractions:',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Evaluation
### Metrics
#### Semantic Similarity
* Evaluated with [EmbeddingSimilarityEvaluator](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)
| Metric | Value |
|:--------------------|:-----------|
| pearson_cosine | 0.0341 |
| **spearman_cosine** | **0.0194** |
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 1,677 training samples
* Columns: sentence_0, sentence_1, and label
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 | label |
|:--------|:------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:---------------------------------------------------------------|
| type | string | string | float |
| details | - min: 85 tokens
- mean: 229.9 tokens
- max: 256 tokens
| - min: 85 tokens
- mean: 229.06 tokens
- max: 256 tokens
| - min: 0.0
- mean: 0.15
- max: 0.3
|
* Samples:
| sentence_0 | sentence_1 | label |
|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------|
| '''New York''' (known as "The Big Apple", "NYC," and often called "New York City") is a global center for media, entertainment, art, fashion, research, finance, and trade. The bustling, cosmopolitan heart of the 4th largest metropolis in the world and by far the most populous city in the United States, New York has long been a key entry point and a defining city for the nation.
From the Statue of Liberty in the harbor to the Empire State Building towering over the Manhattan skyline, from the tunnels of the subway to the riches of Wall Street, from the bright signs of Times Square to the naturalistic beauty of Central Park, and from Yankee Stadium in the Bronx to Coney Island in Brooklyn, New York's landmarks are quintessential American landmarks. The city's neighborhoods and streets are so iconic they have become ingrained into the American consciousness. Here the power, wealth and culture of the United States is on full display in one of the largest and most iconic skylines in the wor... | City Overview:
thumb|300px|The Eiffel Tower and the Seine River
'''Paris''', the cosmopolitan capital of France, has the reputation of being the most beautiful and romantic of all cities, brimming with historic associations and remaining vastly influential in the realms of culture, art, fashion, food and design.
Dubbed the '''City of Light''' (''la ville lumière'') and the '''City of Love''' (''la ville de l'amour''), Paris is home to some of the world's finest and most luxurious fashion designers and cosmetics, such as ''Chanel'', ''Christian Dior'', ''Yves Saint-Laurent'', ''Guerlain'', ''Lancôme'', ''L'Oréal'', and ''Clarins''. A large part of the city, including the banks of the River Seine, is a UNESCO World Heritage Site. The city has the second highest number of Michelin-starred restaurants in the world (after Tokyo, which is much larger) and contains numerous iconic landmarks such as the '''Eiffel Tower''', the '''Arc de Triomphe''', '''Notre-Dame de Paris''', the '... | 0.004985191671594946 |
| Destination Guide: New York City
Overview and Cultural Context:
'''New York''' (known as "The Big Apple", "NYC," and often called "New York City") is a global center for media, entertainment, art, fashion, research, finance, and trade. The bustling, cosmopolitan heart of the 4th largest metropolis in the world and by far the most populous city in the United States, New York has long been a key entry point and a defining city for the nation.
From the Statue of Liberty in the harbor to the Empire State Building towering over the Manhattan skyline, from the tunnels of the subway to the riches of Wall Street, from the bright signs of Times Square to the naturalistic beauty of Central Park, and from Yankee Stadium in the Bronx to Coney Island in Brooklyn, New York's landmarks are quintessential American landmarks. The city's neighborhoods and streets are so iconic they have become ingrained into the American consciousness. Here the power, wealth and culture of the U... | Hotel Comprehensive Profile: POGGIO REGILLO HOTEL-FRASCATI
Location Analysis:
City: ROM
Precise Location: 41.82707,
12.68755
Country: IT
Property Details:
Chain: HA
Category: Standard Hotel
Last Updated: 2023-06-15T10:10:11
Neighborhood Overview:
Neighborhood Characteristics:
- Local atmosphere and vibe
- Safety and security assessment
- Proximity to business districts
- Entertainment and dining options
- Cultural attractions nearby
- Shopping facilities
- Green spaces and recreation
Transportation Hub Analysis:
- Major transit stations
- Bus and tram routes
- Taxi availability
- Bike-sharing stations
Local Life:
- Popular local venues
- Markets and shopping areas
- Cultural institutions
- Sports facilities
... | 0.008242591836162516 |
| Transportation and Getting Around:
'''Rome''' (Italian and Latin: ''Roma''), the 'Eternal City', is the capital and largest city of Italy and of the Lazio region. It's the famed city of the Roman Empire, the Seven Hills, ''La Dolce Vita'', the Vatican City and ''Three Coins in the Fountain''. Rome, as a millennia-long centre of power, culture and religion, was the centre of one of the greatest civilisations ever, and has exerted a huge influence over the world in its circa 2500 years of existence.
thumb|300x300px|The Colosseum
The historic centre of the city is a UNESCO World Heritage Site. With wonderful palaces, thousand-year-old churches and basilicas, grand romantic ruins, opulent monuments, ornate statues and graceful fountains, Rome has an immensely rich historical heritage and cosmopolitan atmosphere, making it one of Europe's and the world's most visited, famous, influential and beautiful capitals. Today, Rome has a growing nightlife scene and is also seen as a shopping... | Hotel Comprehensive Profile: HOTEL MONTPARNASSE ALESIA
Location Analysis:
City: PAR
Precise Location: 48.83,
2.32041
Country: FR
Property Details:
Chain: FG
Category: Standard Hotel
Last Updated: 2023-06-15T11:06:37
Neighborhood Overview:
Neighborhood Characteristics:
- Local atmosphere and vibe
- Safety and security assessment
- Proximity to business districts
- Entertainment and dining options
- Cultural attractions nearby
- Shopping facilities
- Green spaces and recreation
Transportation Hub Analysis:
- Major transit stations
- Bus and tram routes
- Taxi availability
- Bike-sharing stations
Local Life:
- Popular local venues
- Markets and shopping areas
- Cultural institutions
- Sports facilities
... | 0.09059718848084299 |
* Loss: [MatryoshkaLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
```json
{
"loss": "MultipleNegativesRankingLoss",
"matryoshka_dims": [
384,
256,
128,
64
],
"matryoshka_weights": [
1,
1,
1,
1
],
"n_dims_per_step": -1
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: steps
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 3
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: None
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: False
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin