Title
GPT as Knowledge Worker: A Zero-Shot Evaluation of (AI)CPA Capabilities Jillian Bommarito M. Bommarito Daniel Martin Katz Jessica Katz ELM 28 52 0 11 Jan 2023
Second Thoughts are Best: Learning to Re-Align With Human Values from Text Edits Ruibo Liu Chenyan Jia Ge Zhang Ziyu Zhuang Tony X. Liu Soroush Vosoughi 99 35 0 01 Jan 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 146 160 0 31 Dec 2022
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 72 2,190 0 26 Dec 2022
OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization Srinivasan Iyer Xi Lin Ramakanth Pasunuru Todor Mihaylov Daniel Simig ... Jeff Wang Christopher Dewan Asli Celikyilmaz Luke Zettlemoyer Veselin Stoyanov ALM 39 261 0 22 Dec 2022
Parsel: Algorithmic Reasoning with Language Models by Composing Decompositions E. Zelikman Qian Huang Gabriel Poesia Noah D. Goodman Nick Haber ReLM LRM 27 53 0 20 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 50 140 0 20 Dec 2022
LAMBADA: Backward Chaining for Automated Reasoning in Natural Language Seyed Mehran Kazemi Najoung Kim Deepti Bhatia Xinyuan Xu Deepak Ramachandran LRM 24 78 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 32 586 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 37 319 0 20 Dec 2022
Language Modeling with Latent Situations Belinda Z. Li Maxwell Nye Jacob Andreas LRM 27 7 0 20 Dec 2022
Natural Language to Code Generation in Interactive Data Science Notebooks Pengcheng Yin Wen-Ding Li Kefan Xiao Abhishek Rao Yeming Wen ... Paige Bailey Michele Catasta Henryk Michalewski Oleksandr Polozov Charles Sutton 33 59 0 19 Dec 2022
Evaluating Step-by-Step Reasoning through Symbolic Verification Yi-Fan Zhang Hanlin Zhang Li Erran Li Eric P. Xing ReLM LRM 19 8 0 16 Dec 2022
MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation Swarnadeep Saha Xinyan Velocity Yu Joey Tianyi Zhou Ramakanth Pasunuru Asli Celikyilmaz ReLM LRM 25 10 0 16 Dec 2022
ALERT: Adapting Language Models to Reasoning Tasks Ping Yu Tianlu Wang O. Yu. Golovneva Badr AlKhamissi Siddharth Verma Zhijing Jin Gargi Ghosh Mona T. Diab Asli Celikyilmaz ReLM LRM 34 20 0 16 Dec 2022
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning O. Yu. Golovneva Moya Chen Spencer Poff Martin Corredor Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz ReLM LRM 34 139 0 15 Dec 2022
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 112 1,495 0 15 Dec 2022
Despite "super-human" performance, current LLMs are unsuited for decisions about ethics and safety Joshua Albrecht Ellie Kitanidis Abraham J. Fetterman ELM ReLM ALM LRM 27 17 0 13 Dec 2022
Successive Prompting for Decomposing Complex Questions Dheeru Dua Shivanshu Gupta Sameer Singh Matt Gardner ReLM LRM 34 113 0 08 Dec 2022
Talking About Large Language Models Murray Shanahan AI4CE 28 244 0 07 Dec 2022
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 25 158 0 01 Dec 2022
Solving math word problems with process- and outcome-based feedback J. Uesato Nate Kushman Ramana Kumar Francis Song Noah Y. Siegel L. Wang Antonia Creswell G. Irving I. Higgins FaML ReLM AIMat LRM 42 293 0 25 Nov 2022
Complementary Explanations for Effective In-Context Learning Xi Ye Srini Iyer Asli Celikyilmaz Ves Stoyanov Greg Durrett Ramakanth Pasunuru ReLM LRM 37 86 0 25 Nov 2022
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 104 741 0 22 Nov 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 29 417 0 18 Nov 2022
Path Independent Equilibrium Models Can Better Exploit Test-Time Computation Cem Anil Ashwini Pokle Kaiqu Liang Johannes Treutlein Yuhuai Wu Shaojie Bai Zico Kolter Roger C. Grosse 29 17 0 18 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Rameswar Panda Behnam Neyshabur Hanie Sedghi LRM ReLM 35 108 0 15 Nov 2022
Logical Tasks for Measuring Extrapolation and Rule Comprehension Ippei Fujisawa Ryota Kanai ELM LRM 28 4 0 14 Nov 2022
Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations Swarnadeep Saha Peter Hase Nazneen Rajani Joey Tianyi Zhou LRM 33 14 0 14 Nov 2022
Metaphors We Learn By Roland Memisevic 32 0 0 11 Nov 2022
Complex Reading Comprehension Through Question Decomposition Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari ReLM 22 8 0 07 Nov 2022
Measuring Progress on Scalable Oversight for Large Language Models Sam Bowman Jeeyoon Hyun Ethan Perez Edwin Chen Craig Pettit ... Tristan Hume Yuntao Bai Zac Hatfield-Dodds Benjamin Mann Jared Kaplan ALM ELM 28 123 0 04 Nov 2022
Large Language Models Are Human-Level Prompt Engineers Yongchao Zhou Andrei Ioan Muresanu Ziwen Han Keiran Paster Silviu Pitis Harris Chan Jimmy Ba ALM LLMAG 21 835 0 03 Nov 2022
Solving Math Word Problems via Cooperative Reasoning induced Language Models Xinyu Zhu Junjie Wang Lin Zhang Yuxiang Zhang Ruyi Gan Jiaxing Zhang Yujiu Yang ReLM LRM 30 76 0 28 Oct 2022
Can language models handle recursively nested grammatical structures? A case study on comparing models and humans Andrew Kyle Lampinen ReLM ELM 27 35 0 27 Oct 2022
Does Self-Rationalization Improve Robustness to Spurious Correlations? Alexis Ross Matthew E. Peters Ana Marasović LRM 27 11 0 24 Oct 2022
Towards Generalizable and Robust Text-to-SQL Parsing Chang Gao Bowen Li Wenxuan Zhang W. Lam Binhua Li Fei Huang Luo Si Yongbin Li 41 8 0 23 Oct 2022
Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models Victor S. Bursztyn David Demeter Doug Downey Larry Birnbaum ReLM LRM 45 8 0 23 Oct 2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 64 52 0 21 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 103 3,012 0 20 Oct 2022
Transformers Learn Shortcuts to Automata Bingbin Liu Jordan T. Ash Surbhi Goel A. Krishnamurthy Cyril Zhang OffRL LRM 48 156 0 19 Oct 2022
Deep Bidirectional Language-Knowledge Graph Pretraining Michihiro Yasunaga Antoine Bosselut Hongyu Ren Xikun Zhang Christopher D. Manning Percy Liang J. Leskovec 36 194 0 17 Oct 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 119 1,023 0 17 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 41 257 0 17 Oct 2022
Model Criticism for Long-Form Text Generation Yuntian Deng Volodymyr Kuleshov Alexander M. Rush 44 19 0 16 Oct 2022
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of Feasibility Himanshu Gupta Neeraj Varshney Swaroop Mishra Kuntal Kumar Pal Saurabh Arjun Sawant Kevin Scaria Siddharth Goyal Chitta Baral ELM 22 14 0 14 Oct 2022
Mind the Labels: Describing Relations in Knowledge Graphs With Pretrained Models Zdeněk Kasner Ioannis Konstas Ondrej Dusek 37 6 0 13 Oct 2022
Mind's Eye: Grounded Language Model Reasoning through Simulation Ruibo Liu Jason W. Wei S. Gu Te-Yen Wu Soroush Vosoughi Claire Cui Denny Zhou Andrew M. Dai ReLM LRM 121 80 0 11 Oct 2022
Large Language Models can Implement Policy Iteration Ethan A. Brooks Logan Walls Richard L. Lewis Satinder Singh LM&Ro OffRL 134 21 0 07 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 54 561 0 07 Oct 2022