Title
World Models for Math Story Problems Andreas Opedal Niklas Stoehr Abulhair Saparov Mrinmaya Sachan ReLM 71 12 0 07 Jun 2023
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 272 2,474 0 15 Jun 2022
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models Aarohi Srivastava Abhinav Rastogi Abhishek Rao Abu Awal Md Shoeb Abubakar Abid ... Zhuoye Zhao Zijian Wang Zijie J. Wang Zirui Wang Ziyi Wu ELM 180 1,748 0 09 Jun 2022
UL2: Unifying Language Learning Paradigms Yi Tay Mostafa Dehghani Vinh Q. Tran Xavier Garcia Jason W. Wei ... Tal Schuster H. Zheng Denny Zhou N. Houlsby Donald Metzler AI4CE 116 308 0 10 May 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 152 298 0 05 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 471 6,231 0 05 Apr 2022
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Michael Ahn Anthony Brohan Noah Brown Yevgen Chebotar Omar Cortes ... Ted Xiao Peng Xu Sichun Xu Mengyuan Yan Andy Zeng LM&Ro 179 1,951 0 04 Apr 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 128 486 0 28 Mar 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 513 3,625 0 21 Mar 2022
Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction Zhanming Jie Jierui Li Wei Lu ReLM AIMat 46 75 0 19 Mar 2022
PromptChainer: Chaining Large Language Model Prompts through Visual Programming Tongshuang Wu Ellen Jiang Aaron Donsbach J. Gray A. Molina Michael Terry Carrie J. Cai LLMAG LRM 83 217 0 13 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 871 12,916 0 04 Mar 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 155 1,481 0 25 Feb 2022
Grammar-Based Grounded Lexicon Learning Jiayuan Mao Haoyue Shi Jiajun Wu R. Levy J. Tenenbaum NAI 45 15 0 17 Feb 2022
Reasoning Like Program Executors Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 290 53 0 27 Jan 2022
LaMDA: Language Models for Dialog Applications R. Thoppilan Daniel De Freitas Jamie Hall Noam M. Shazeer Apoorv Kulshreshtha ... Blaise Aguera-Arcas Claire Cui M. Croak Ed H. Chi Quoc Le ALM 129 1,593 0 20 Jan 2022
CommonsenseQA 2.0: Exposing the Limits of AI through Gamification Alon Talmor Ori Yoran Ronan Le Bras Chandrasekhar Bhagavatula Yoav Goldberg Yejin Choi Jonathan Berant ELM 92 146 0 14 Jan 2022
Measuring Attribution in Natural Language Generation Models Hannah Rashkin Vitaly Nikolaev Matthew Lamm Lora Aroyo Michael Collins Dipanjan Das Slav Petrov Gaurav Singh Tomar Iulia Turc David Reitter 84 182 0 23 Dec 2021
Reframing Human-AI Collaboration for Generating Free-Text Explanations Sarah Wiegreffe Jack Hessel Swabha Swayamdipta Mark O. Riedl Yejin Choi 52 149 0 16 Dec 2021
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant Setup Yordan Yordanov Vid Kocijan Thomas Lukasiewicz Oana-Maria Camburu 63 18 0 12 Dec 2021
Scaling Language Models: Methods, Analysis & Insights from Training Gopher Jack W. Rae Sebastian Borgeaud Trevor Cai Katie Millican Jordan Hoffmann ... Jeff Stanway L. Bennett Demis Hassabis Koray Kavukcuoglu G. Irving 122 1,311 0 08 Dec 2021
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 173 741 0 30 Nov 2021
Few-Shot Self-Rationalization with Natural Language Prompts Ana Marasović Iz Beltagy Doug Downey Matthew E. Peters LRM 65 110 0 16 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 274 4,397 0 27 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 342 1,701 0 15 Oct 2021
AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts Tongshuang Wu Michael Terry Carrie J. Cai LLMAG AI4CE LRM 86 458 0 04 Oct 2021
RuleBert: Teaching Soft Rules to Pre-trained Language Models Mohammed Saeed N. Ahmadi Preslav Nakov Paolo Papotti LRM 293 32 0 24 Sep 2021
A Recipe For Arbitrary Text Style Transfer with Large Language Models Emily Reif Daphne Ippolito Ann Yuan Andy Coenen Chris Callison-Burch Jason W. Wei 276 120 0 08 Sep 2021
Generate & Rank: A Multi-task Framework for Math Word Problems Jianhao Shen Yichun Yin Lin Li Lifeng Shang Xin Jiang Ming Zhang Qun Liu AIMat 48 131 0 07 Sep 2021
Teaching Autoregressive Language Models Complex Tasks By Demonstration Gabriel Recchia 58 22 0 05 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 184 3,743 0 03 Sep 2021
MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers Yihuai Lan Lei Wang Qiyuan Zhang Yunshi Lan B. Dai Yan Wang Dongxiang Zhang Ee-Peng Lim AIMat 64 72 0 02 Sep 2021
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 195 1,948 0 16 Aug 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 200 3,964 0 28 Jul 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 224 5,518 0 07 Jul 2021
A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers Shen-Yun Miao Chao-Chun Liang Keh-Yih Su 64 338 0 30 Jun 2021
Measuring and Improving BERT's Mathematical Abilities by Predicting the Order of Reasoning Piotr Pikekos Henryk Michalewski Mateusz Malinowski 54 28 0 07 Jun 2021
Flexible Generation of Natural Language Deductions Kaj Bostrom Xinyu Zhao Swarat Chaudhuri Greg Durrett ReLM LRM 288 33 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 540 4,036 0 18 Apr 2021
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark Nicholas Lourie Ronan Le Bras Chandra Bhagavatula Yejin Choi LRM 77 140 0 24 Mar 2021
SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers Dheeraj Rajagopal Vidhisha Balachandran Eduard H. Hovy Yulia Tsvetkov MILM SSL FAtt AI4TS 56 66 0 23 Mar 2021
Refining Language Models with Compositional Explanations Huihan Yao Ying Chen Qinyuan Ye Xisen Jin Xiang Ren 41 35 0 18 Mar 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 145 302 0 15 Mar 2021
Are NLP Models really able to Solve Simple Math Word Problems? Arkil Patel S. Bhattamishra Navin Goyal ReLM LRM 86 832 0 12 Mar 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 163 2,255 0 05 Mar 2021
Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm Laria Reynolds Kyle McDonell 105 901 0 15 Feb 2021
When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data Peter Hase Joey Tianyi Zhou XAI 94 88 0 03 Feb 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 337 718 0 06 Jan 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 223 4,247 0 01 Jan 2021
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 310 182 0 24 Oct 2020