Title
Neural Execution Engines: Learning to Execute Subroutines Yujun Yan Kevin Swersky Danai Koutra Parthasarathy Ranganathan Milad Hashemi NAI 45 42 0 15 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 743 41,932 0 28 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 77 1,032 0 02 May 2020
WT5?! Training Text-to-Text Models to Explain their Predictions Sharan Narang Colin Raffel Katherine Lee Adam Roberts Noah Fiedel Karishma Malkan 58 201 0 30 Apr 2020
Injecting Numerical Reasoning Skills into Language Models Mor Geva Ankit Gupta Jonathan Berant AIMat LRM 64 226 0 09 Apr 2020
Transformers as Soft Reasoners over Language Peter Clark Oyvind Tafjord Kyle Richardson ReLM OffRL LRM 96 358 0 14 Feb 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 593 4,801 0 23 Jan 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 419 20,127 0 23 Oct 2019
NumNet: Machine Reading Comprehension with Numerical Reasoning Qiu Ran Yankai Lin Peng Li Jie Zhou Zhiyuan Liu ReLM AIMat 52 117 0 15 Oct 2019
Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension D. Andor Luheng He Kenton Lee Emily Pitler AIMat 49 98 0 31 Aug 2019
A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning Minghao Hu Yuxing Peng Zhen Huang Dongsheng Li AIMat LRM 55 91 0 15 Aug 2019
Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Rajani Bryan McCann Caiming Xiong R. Socher ReLM LRM 79 565 0 06 Jun 2019
MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms Aida Amini Saadia Gabriel Shanchuan Lin Rik Koncel-Kedziorski Yejin Choi Hannaneh Hajishirzi AIMat ReLM AI4CE 108 570 0 30 May 2019
Neural Logic Machines Honghua Dong Jiayuan Mao Tian Lin Chong-Jun Wang Lihong Li Denny Zhou NAI LRM AI4CE 124 249 0 26 Apr 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 408 637 0 04 Dec 2018
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 140 1,727 0 02 Nov 2018
Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems Ting-Rui Chiang Yun-Nung Chen 49 114 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,770 0 11 Oct 2018
SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing Taku Kudo John Richardson 193 3,518 0 19 Aug 2018
Training Classifiers with Natural Language Explanations Braden Hancock P. Varma Stephanie Wang Martin Bringmann Percy Liang Christopher Ré FAtt 60 154 0 10 May 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 204 11,549 0 15 Feb 2018
Learning with Latent Language Jacob Andreas Dan Klein Sergey Levine 64 134 0 01 Nov 2017
Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems Wang Ling Dani Yogatama Chris Dyer Phil Blunsom AIMat 79 728 0 11 May 2017
Making Neural Programming Architectures Generalize via Recursion Jonathon Cai Richard Shin D. Song AI4CE LRM 62 146 0 21 Apr 2017
Solving General Arithmetic Word Problems Subhro Roy Dan Roth AIMat 65 478 0 04 Aug 2016
Learning to Execute Wojciech Zaremba Ilya Sutskever ODL 87 560 0 17 Oct 2014