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TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension
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2017
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Mandar Joshi
Eunsol Choi
Daniel S. Weld
Luke Zettlemoyer
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17
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SQuAD: 100,000+ Questions for Machine Comprehension of Text
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2016
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Pranav Rajpurkar
Jian Zhang
Konstantin Lopyrev
Percy Liang
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17
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Latent Retrieval for Weakly Supervised Open Domain Question Answering
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2019
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Kenton Lee
Ming‐Wei Chang
Kristina Toutanova
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14
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Dense Passage Retrieval for Open-Domain Question Answering
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2020
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Vladimir Karpukhin
Barlas Oğuz
Sewon Min
Patrick Lewis
Ledell Wu
Sergey Edunov
Danqi Chen
Wen-tau Yih
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13
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How Much Knowledge Can You Pack Into the Parameters of a Language Model?
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2020
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Adam P. Roberts
Colin Raffel
Noam Shazeer
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11
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REALM: Retrieval-Augmented Language Model Pre-Training
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2020
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Kelvin Guu
Kenton Lee
Zora Tung
Panupong Pasupat
Ming‐Wei Chang
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10
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RoBERTa: A Robustly Optimized BERT Pretraining Approach
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2019
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Yinhan Liu
Myle Ott
Naman Goyal
Jingfei Du
Mandar Joshi
Danqi Chen
Omer Levy
Mike Lewis
Luke Zettlemoyer
Veselin Stoyanov
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10
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Reading Wikipedia to Answer Open-Domain Questions
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2017
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Danqi Chen
Adam Fisch
Jason Weston
Antoine Bordes
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9
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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
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2020
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Patrick Lewis
Ethan Perez
Aleksandara Piktus
Fabio Petroni
Vladimir Karpukhin
Naman Goyal
Heinrich Küttler
Mike Lewis
Wen-tau Yih
Tim Rocktäschel
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8
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Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering
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2020
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Gautier Izacard
Édouard Grave
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7
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HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
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2018
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Zhilin Yang
Peng Qi
Saizheng Zhang
Yoshua Bengio
William W. Cohen
Ruslan Salakhutdinov
Christopher D. Manning
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7
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BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
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2020
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Mike Lewis
Yinhan Liu
Naman Goyal
Marjan Ghazvininejad
Abdelrahman Mohamed
Omer Levy
Veselin Stoyanov
Luke Zettlemoyer
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7
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HuggingFace's Transformers: State-of-the-art Natural Language Processing
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2019
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Thomas Wolf
Lysandre Debut
Victor Sanh
Julien Chaumond
Clément Delangue
Anthony Moi
Pierric Cistac
Tim Rault
Rémi Louf
Morgan Funtowicz
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6
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Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets
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2021
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Patrick Lewis
Pontus Stenetorp
Sebastian Riedel
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6
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
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2018
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Jacob Devlin
Ming‐Wei Chang
Kenton Lee
Kristina Toutanova
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6
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How Much Reading Does Reading Comprehension Require? A Critical Investigation of Popular Benchmarks
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2018
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Divyansh Kaushik
Zachary C. Lipton
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6
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GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
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2018
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Alex Wang
Amanpreet Singh
Julian Michael
Felix Hill
Omer Levy
Samuel Bowman
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6
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FEVER: a Large-scale Dataset for Fact Extraction and VERification
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2018
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James Thorne
Andreas Vlachos
Christos Christodoulopoulos
Arpit Mittal
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6
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BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.
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2019
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Mike Lewis
Yinhan Liu
Naman Goyal
Marjan Ghazvininejad
Abdelrahman Mohamed
Omer Levy
Ves Stoyanov
Luke Zettlemoyer
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6
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A Discrete Hard EM Approach for Weakly Supervised Question Answering
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2019
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Sewon Min
Danqi Chen
Hannaneh Hajishirzi
Luke Zettlemoyer
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5
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Zero-shot Entity Linking with Dense Entity Retrieval.
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2019
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Ledell Wu
Fabio Petroni
Martin Josifoski
Sebastian Riedel
Luke Zettlemoyer
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5
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Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
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2019
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Colin Raffel
Noam Shazeer
Adam Roberts
Katherine Lee
Sharan Narang
Michael Matena
Yanqi Zhou
Wei Li
Peter J. Liu
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5
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Adversarial Examples for Evaluating Reading Comprehension Systems
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2017
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Robin Jia
Percy Liang
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5
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The Web as a Knowledge-Base for Answering Complex Questions
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2018
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Alon Talmor
Jonathan Berant
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5
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Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering
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2019
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Sewon Min
Danqi Chen
Luke Zettlemoyer
Hannaneh Hajishirzi
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5
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CoQA: A Conversational Question Answering Challenge
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2019
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Siva Reddy
Danqi Chen
Christopher D. Manning
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5
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Zero-Shot Relation Extraction via Reading Comprehension
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2017
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Omer Levy
Minjoon Seo
Eunsol Choi
Luke Zettlemoyer
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5
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What Makes Reading Comprehension Questions Easier?
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2018
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Saku Sugawara
Kentaro Inui
Satoshi Sekine
Akiko Aizawa
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5
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Unsupervised Question Answering by Cloze Translation
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2019
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Patrick Lewis
Ludovic Denoyer
Sebastian Riedel
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5
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Synthetic QA Corpora Generation with Roundtrip Consistency
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2019
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Chris Alberti
Daniel Andor
Emily Pitler
Jacob Devlin
Michael Collins
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5
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End-to-End Open-Domain Question Answering with
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2019
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Wei Yang
Yuqing Xie
Aileen Lin
Xingyu Li
Luchen Tan
Kun Xiong
Ming Li
Jimmy Lin
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5
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Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index
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2019
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Minjoon Seo
Jinhyuk Lee
Tom Kwiatkowski
Ankur P. Parikh
Ali Farhadi
Hannaneh Hajishirzi
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5
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Cross-lingual Language Model Pretraining
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2019
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Guillaume Lample
Alexis Conneau
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5
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Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
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2019
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Colin Raffel
Noam Shazeer
Adam P. Roberts
Katherine Lee
Sharan Narang
Michael Matena
Yanqi Zhou
Wei Li
Peter J. Liu
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4
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Revealing the Importance of Semantic Retrieval for Machine Reading at Scale
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2019
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Yixin Nie
Songhe Wang
Mohit Bansal
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4
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PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them
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2021
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Patrick A. Lewis
Yuxiang Wu
Linqing Liu
Pasquale Minervini
Heinrich Küttler
Aleksandra Piktus
Pontus Stenetorp
Sebastian Riedel
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4
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fairseq: A Fast, Extensible Toolkit for Sequence Modeling
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2019
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Myle Ott
Sergey Edunov
Alexei Baevski
Angela Fan
Sam Gross
Nathan Ng
David Grangier
Michael Auli
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4
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Aligning Books and Movies: Towards Story-Like Visual Explanations by Watching Movies and Reading Books
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2015
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Yukun Zhu
Ryan Kiros
Rich Zemel
Ruslan Salakhutdinov
Raquel Urtasun
Antonio Torralba
Sanja Fidler
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4
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Attention is All you Need
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2017
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Ashish Vaswani
Noam Shazeer
Niki Parmar
Jakob Uszkoreit
Llion Jones
Aidan N. Gomez
Łukasz Kaiser
Illia Polosukhin
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4
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Know What You Don’t Know: Unanswerable Questions for SQuAD
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2018
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Pranav Rajpurkar
Robin Jia
Percy Liang
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4
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PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them
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2021
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Patrick Lewis
Yuxiang Wu
Linqing Liu
Pasquale Minervini
Heinrich Küttler
Aleksandra Piktus
Pontus Stenetorp
Sebastian Riedel
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4
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Simple and Effective Multi-Paragraph Reading Comprehension
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2018
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Christopher Clark
Matt Gardner
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4
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MS MARCO: A Human Generated MAchine Reading COmprehension Dataset
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2016
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Payal Bajaj
Daniel Campos
Nick Craswell
Li Deng
Jianfeng Gao
Xiaodong Liu
Rangan Majumder
Andrew McNamara
Bhaskar Mitra
Tri Gia Nguyen
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4
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Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings
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2019
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Mikel Artetxe
Holger Schwenk
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4
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Teaching Machines to Read and Comprehend
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2015
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Karl Moritz Hermann
Tomáš Kočiský
Edward Grefenstette
Lasse Espeholt
Will Kay
Mustafa Suleyman
Phil Blunsom
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4
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ELI5: Long Form Question Answering
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2019
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Angela Fan
Yacine Jernite
Ethan Perez
David Grangier
Jason Weston
Michael Auli
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4
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Deep Contextualized Word Representations
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2018
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Matthew E. Peters
Mark E Neumann
Mohit Iyyer
Matt Gardner
Christopher Clark
Kenton Lee
Luke Zettlemoyer
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4
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Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
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2020
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Lee Xiong
Chenyan Xiong
Ye Li
Kwok-Fung Tang
Jialin Liu
Paul N. Bennett
Junaid Ahmed
Arnold Overwijk
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4
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Multi-Task Retrieval for Knowledge-Intensive Tasks
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2021
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Jean Maillard
Vladimir Karpukhin
Fabio Petroni
Wen-tau Yih
Barlas Oğuz
Veselin Stoyanov
Gargi Ghosh
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4
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Language Models as Knowledge Bases?
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2019
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Fabio Petroni
Tim Rocktäschel
Sebastian Riedel
Patrick Lewis
Anton Bakhtin
Yuxiang Wu
Alexander Miller
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3
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