:books: add documentation

README.md

@@ -68,31 +68,31 @@ We sampled each dataset given a weighted probability which configuration is deta
 
 | Dataset                                                  | Paper                                    | Number of training tuples  |
 |:--------------------------------------------------------:|:----------------------------------------:|:--------------------------:|
-| [GOOAQ: Open Question Answering with Diverse Answer Types](https://github.com/allenai/gooaq) | https://arxiv.org/pdf/2104.08727.pdf | 3,012,496 |
+| [GOOAQ: Open Question Answering with Diverse Answer Types](https://github.com/allenai/gooaq) | [paper](https://arxiv.org/pdf/2104.08727.pdf) | 3,012,496 |
 | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_title_body_jsonl) | - | 364,001 |
-| [Flickr 30k](https://shannon.cs.illinois.edu/DenotationGraph/) | https://transacl.org/ojs/index.php/tacl/article/view/229/33 | 317,695 |
-| [COCO 2020](COCO 2020) | https://link.springer.com/chapter/10.1007%2F978-3-319-10602-1_48 | 828,395|
+| [Flickr 30k](https://shannon.cs.illinois.edu/DenotationGraph/) | [paper](https://transacl.org/ojs/index.php/tacl/article/view/229/33) | 317,695 |
+| [COCO 2020](COCO 2020) | [paper](https://link.springer.com/chapter/10.1007%2F978-3-319-10602-1_48) | 828,395|
 | [Code Search](https://huggingface.co/datasets/code_search_net) | - | 1,151,414 |
 | [TriviaqQA](https://huggingface.co/datasets/trivia_qa) | - | 73,346 |
-| [SQuAD2.0](https://rajpurkar.github.io/SQuAD-explorer/) | https://aclanthology.org/P18-2124.pdf | 87,599 |
-| [Natural Questions (NQ)](https://ai.google.com/research/NaturalQuestions) | https://transacl.org/ojs/index.php/tacl/article/view/1455 | 100,231 |
-| [Simple Wikipedia](https://cs.pomona.edu/~dkauchak/simplification/) | https://www.aclweb.org/anthology/P11-2117/ | 102,225 |
+| [SQuAD2.0](https://rajpurkar.github.io/SQuAD-explorer/) | [paper](https://aclanthology.org/P18-2124.pdf) | 87,599 |
+| [Natural Questions (NQ)](https://ai.google.com/research/NaturalQuestions) | [paper](https://transacl.org/ojs/index.php/tacl/article/view/1455) | 100,231 |
+| [Simple Wikipedia](https://cs.pomona.edu/~dkauchak/simplification/) | [paper](https://www.aclweb.org/anthology/P11-2117/) | 102,225 |
 | [Quora Question Pairs](https://quoradata.quora.com/First-Quora-Dataset-Release-Question-Pairs) | - | 103,663 |
-| [Altlex](https://github.com/chridey/altlex/) | https://aclanthology.org/P16-1135.pdf | 112,696 |
-| [Wikihow](https://github.com/pvl/wikihow_pairs_dataset) | https://arxiv.org/abs/1810.09305 | 128,542 |
-| [Sentence Compression](https://github.com/google-research-datasets/sentence-compression) | https://www.aclweb.org/anthology/D13-1155/ | 180,000 |
-| AllNLI ([SNLI](https://nlp.stanford.edu/projects/snli/) and [MultiNLI](https://cims.nyu.edu/~sbowman/multinli/) | https://doi.org/10.18653/v1/d15-1075, https://doi.org/10.18653/v1/n18-1101 | 277,230 | 
-| [Eli5](https://huggingface.co/datasets/eli5) | https://doi.org/10.18653/v1/p19-1346 | 325,475 |
-| [SPECTER](https://github.com/allenai/specter) | https://doi.org/10.18653/v1/2020.acl-main.207 | 684,100 |
-| [S2ORC](https://github.com/allenai/s2orc) Title/Abstract | https://aclanthology.org/2020.acl-main.447/ | 41,769,185 |
-| [S2ORC](https://github.com/allenai/s2orc) Citation/Citation | https://aclanthology.org/2020.acl-main.447/ | 52,603,982 |
-| [S2ORC](https://github.com/allenai/s2orc) Citation/Abstract | https://aclanthology.org/2020.acl-main.447/ | 116,288,806 |
-| [PAQ](https://github.com/facebookresearch/PAQ) | https://arxiv.org/abs/2102.07033 | 64,371,441 |
-| [WikiAnswers](https://github.com/afader/oqa#wikianswers-corpus) | https://doi.org/10.1145/2623330.2623677 | 77,427,422 |
+| [Altlex](https://github.com/chridey/altlex/) | [paper](https://aclanthology.org/P16-1135.pdf) | 112,696 |
+| [Wikihow](https://github.com/pvl/wikihow_pairs_dataset) | [paper](https://arxiv.org/abs/1810.09305) | 128,542 |
+| [Sentence Compression](https://github.com/google-research-datasets/sentence-compression) | [paper](https://www.aclweb.org/anthology/D13-1155/) | 180,000 |
+| AllNLI ([SNLI](https://nlp.stanford.edu/projects/snli/) and [MultiNLI](https://cims.nyu.edu/~sbowman/multinli/) | [paper SNLI](https://doi.org/10.18653/v1/d15-1075), [paper MultiNLI](https://doi.org/10.18653/v1/n18-1101) | 277,230 | 
+| [Eli5](https://huggingface.co/datasets/eli5) | [paper](https://doi.org/10.18653/v1/p19-1346) | 325,475 |
+| [SPECTER](https://github.com/allenai/specter) | [paper](https://doi.org/10.18653/v1/2020.acl-main.207) | 684,100 |
+| [S2ORC](https://github.com/allenai/s2orc) Title/Abstract | [paper](https://aclanthology.org/2020.acl-main.447/) | 41,769,185 |
+| [S2ORC](https://github.com/allenai/s2orc) Citation/Citation | [paper](https://aclanthology.org/2020.acl-main.447/) | 52,603,982 |
+| [S2ORC](https://github.com/allenai/s2orc) Citation/Abstract | [paper](https://aclanthology.org/2020.acl-main.447/) | 116,288,806 |
+| [PAQ](https://github.com/facebookresearch/PAQ) | [paper](https://arxiv.org/abs/2102.07033) | 64,371,441 |
+| [WikiAnswers](https://github.com/afader/oqa#wikianswers-corpus) | [paper](https://doi.org/10.1145/2623330.2623677) | 77,427,422 |
 | SearchQA | - | 582,261 |
-| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) Title/Answer | https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html | 1,198,260 |
-| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) Title/Question | https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html | 659,896 |
-| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) Question/Answer | https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html | 681,164 |
-| [MS MARCO](https://microsoft.github.io/msmarco/) | https://doi.org/10.1145/3404835.3462804 | 9,144,553 |
-| [Reddit conversationnal](https://github.com/PolyAI-LDN/conversational-datasets/tree/master/reddit) | https://arxiv.org/abs/1904.06472 | 726,484,430 |
+| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) Title/Answer | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 1,198,260 |
+| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) Title/Question | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 659,896 |
+| [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) Question/Answer | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 681,164 |
+| [MS MARCO](https://microsoft.github.io/msmarco/) | [paper](https://doi.org/10.1145/3404835.3462804) | 9,144,553 |
+| [Reddit conversationnal](https://github.com/PolyAI-LDN/conversational-datasets/tree/master/reddit) | [paper](https://arxiv.org/abs/1904.06472) | 726,484,430 |