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NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned

Jan 01, 2021
Sewon Min, Jordan Boyd-Graber, Chris Alberti, Danqi Chen, Eunsol Choi, Michael Collins, Kelvin Guu, Hannaneh Hajishirzi, Kenton Lee, Jennimaria Palomaki, Colin Raffel, Adam Roberts, Tom Kwiatkowski, Patrick Lewis, Yuxiang Wu, Heinrich K├╝ttler, Linqing Liu, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel, Sohee Yang, Minjoon Seo, Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Edouard Grave, Ikuya Yamada, Sonse Shimaoka, Masatoshi Suzuki, Shumpei Miyawaki, Shun Sato, Ryo Takahashi, Jun Suzuki, Martin Fajcik, Martin Docekal, Karel Ondrej, Pavel Smrz, Hao Cheng, Yelong Shen, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, Barlas Oguz, Xilun Chen, Vladimir Karpukhin, Stan Peshterliev, Dmytro Okhonko, Michael Schlichtkrull, Sonal Gupta, Yashar Mehdad, Wen-tau Yih

* 26 pages 

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A Memory Efficient Baseline for Open Domain Question Answering

Dec 30, 2020
Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Sebastian Riedel, Edouard Grave


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Joint Verification and Reranking for Open Fact Checking Over Tables

Dec 30, 2020
Michael Schlichtkrull, Vladimir Karpukhin, Barlas O─čuz, Mike Lewis, Wen-tau Yih, Sebastian Riedel


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Generating Fact Checking Briefs

Nov 10, 2020
Angela Fan, Aleksandra Piktus, Fabio Petroni, Guillaume Wenzek, Marzieh Saeidi, Andreas Vlachos, Antoine Bordes, Sebastian Riedel


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Don't Read Too Much into It: Adaptive Computation for Open-Domain Question Answering

Nov 10, 2020
Yuxiang Wu, Sebastian Riedel, Pasquale Minervini, Pontus Stenetorp

* 11 pages, 9 figures, presented in EMNLP 2020 main conference and SustaiNLP 2020 workshop 

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Proactive Action Visual Residual Reinforcement Learning for Contact-Rich Tasks Using a Torque-Controlled Robot

Oct 25, 2020
Yunlei Shi, Zhaopeng Chen, Hongxu Liu, Sebastian Riedel, Chunhui Gao, Qian Feng, Jun Deng, Jianwei Zhang

* 6 pages 

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Neural Databases

Oct 14, 2020
James Thorne, Majid Yazdani, Marzieh Saeidi, Fabrizio Silvestri, Sebastian Riedel, Alon Halevy

* Submitted to PVLDB vol 14 

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Autoregressive Entity Retrieval

Oct 02, 2020
Nicola De Cao, Gautier Izacard, Sebastian Riedel, Fabio Petroni

* 18 pages, 6 figures, 8 tables 

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Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval

Sep 27, 2020
Wenhan Xiong, Xiang Lorraine Li, Srini Iyer, Jingfei Du, Patrick Lewis, William Yang Wang, Yashar Mehdad, Wen-tau Yih, Sebastian Riedel, Douwe Kiela, Barlas O─čuz


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KILT: a Benchmark for Knowledge Intensive Language Tasks

Sep 04, 2020
Fabio Petroni, Aleksandra Piktus, Angela Fan, Patrick Lewis, Majid Yazdani, Nicola De Cao, James Thorne, Yacine Jernite, Vassilis Plachouras, Tim Rockt├Ąschel, Sebastian Riedel


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Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets

Aug 06, 2020
Patrick Lewis, Pontus Stenetorp, Sebastian Riedel


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Learning Reasoning Strategies in End-to-End Differentiable Proving

Jul 14, 2020
Pasquale Minervini, Sebastian Riedel, Pontus Stenetorp, Edward Grefenstette, Tim Rockt├Ąschel

* Proceedings of the 37th International Conference on Machine Learning (ICML 2020) 

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Concept Matching for Low-Resource Classification

Jun 01, 2020
Federico Errica, Ludovic Denoyer, Bora Edizel, Fabio Petroni, Vassilis Plachouras, Fabrizio Silvestri, Sebastian Riedel


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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

May 22, 2020
Patrick Lewis, Ethan Perez, Aleksandara Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich K├╝ttler, Mike Lewis, Wen-tau Yih, Tim Rockt├Ąschel, Sebastian Riedel, Douwe Kiela


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TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data

May 17, 2020
Pengcheng Yin, Graham Neubig, Wen-tau Yih, Sebastian Riedel

* To Appear at ACL 2020 

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How Context Affects Language Models' Factual Predictions

May 10, 2020
Fabio Petroni, Patrick Lewis, Aleksandra Piktus, Tim Rockt├Ąschel, Yuxiang Wu, Alexander H. Miller, Sebastian Riedel

* accepted at AKBC 2020 

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AxCell: Automatic Extraction of Results from Machine Learning Papers

Apr 29, 2020
Marcin Kardas, Piotr Czapla, Pontus Stenetorp, Sebastian Ruder, Sebastian Riedel, Ross Taylor, Robert Stojnic


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There is Strength in Numbers: Avoiding the Hypothesis-Only Bias in Natural Language Inference via Ensemble Adversarial Training

Apr 27, 2020
Joe Stacey, Pasquale Minervini, Haim Dubossarsky, Sebastian Riedel, Tim Rockt├Ąschel

* 8 pages 

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Undersensitivity in Neural Reading Comprehension

Feb 15, 2020
Johannes Welbl, Pasquale Minervini, Max Bartolo, Pontus Stenetorp, Sebastian Riedel

* 15 pages, 4 figures 

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Beat the AI: Investigating Adversarial Human Annotations for Reading Comprehension

Feb 02, 2020
Max Bartolo, Alastair Roberts, Johannes Welbl, Sebastian Riedel, Pontus Stenetorp

* 21 pages including appendices 

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Differentiable Reasoning on Large Knowledge Bases and Natural Language

Dec 17, 2019
Pasquale Minervini, Matko Bo┼ínjak, Tim Rockt├Ąschel, Sebastian Riedel, Edward Grefenstette

* Accepted at the 34th AAAI Conference on Artificial Intelligence (AAAI-20) 

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Zero-shot Entity Linking with Dense Entity Retrieval

Nov 10, 2019
Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel, Luke Zettlemoyer


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How Decoding Strategies Affect the Verifiability of Generated Text

Nov 09, 2019
Luca Massarelli, Fabio Petroni, Aleksandra Piktus, Myle Ott, Tim Rockt├Ąschel, Vassilis Plachouras, Fabrizio Silvestri, Sebastian Riedel


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MLQA: Evaluating Cross-lingual Extractive Question Answering

Nov 07, 2019
Patrick Lewis, Barlas O─čuz, Ruty Rinott, Sebastian Riedel, Holger Schwenk


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MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed Actions

Oct 30, 2019
Viswanath Sivakumar, Tim Rockt├Ąschel, Alexander H. Miller, Heinrich K├╝ttler, Nantas Nardelli, Mike Rabbat, Joelle Pineau, Sebastian Riedel

* Workshop on ML for Systems at NeurIPS 2019 

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