Title
LAMBADA: Backward Chaining for Automated Reasoning in Natural Language Seyed Mehran Kazemi Najoung Kim Deepti Bhatia Xinyuan Xu Deepak Ramachandran LRM 19 76 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 22 579 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 26 314 0 20 Dec 2022
Language Modeling with Latent Situations Belinda Z. Li Maxwell Nye Jacob Andreas LRM 14 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 20 56 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 11 8 0 16 Dec 2022
MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation Swarnadeep Saha Xinyan Velocity Yu Mohit Bansal Ramakanth Pasunuru Asli Celikyilmaz ReLM LRM 17 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 32 21 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 20 137 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 34 1,470 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 14 17 0 13 Dec 2022
Successive Prompting for Decomposing Complex Questions Dheeru Dua Shivanshu Gupta Sameer Singh Matt Gardner ReLM LRM 24 111 0 08 Dec 2022
Talking About Large Language Models Murray Shanahan AI4CE 21 239 0 07 Dec 2022
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 13 154 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 19 279 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 29 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 56 731 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 29 411 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 27 16 0 18 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Aaron C. Courville Behnam Neyshabur Hanie Sedghi LRM ReLM 30 108 0 15 Nov 2022
Logical Tasks for Measuring Extrapolation and Rule Comprehension Ippei Fujisawa Ryota Kanai ELM LRM 20 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 Mohit Bansal LRM 18 14 0 14 Nov 2022
Metaphors We Learn By Roland Memisevic 19 0 0 11 Nov 2022
Complex Reading Comprehension Through Question Decomposition Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari ReLM 8 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 21 121 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 14 819 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 16 75 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 25 36 0 27 Oct 2022
Does Self-Rationalization Improve Robustness to Spurious Correlations? Alexis Ross Matthew E. Peters Ana Marasović LRM 19 9 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 33 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 37 8 0 23 Oct 2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 60 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 56 2,978 0 20 Oct 2022
Transformers Learn Shortcuts to Automata Bingbin Liu Jordan T. Ash Surbhi Goel A. Krishnamurthy Cyril Zhang OffRL LRM 19 155 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 15 193 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 69 988 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 33 256 0 17 Oct 2022
Model Criticism for Long-Form Text Generation Yuntian Deng Volodymyr Kuleshov Alexander M. Rush 25 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 8 14 0 14 Oct 2022
Mind the Labels: Describing Relations in Knowledge Graphs With Pretrained Models Zdeněk Kasner Ioannis Konstas Ondrej Dusek 23 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 111 79 0 11 Oct 2022
Large Language Models can Implement Policy Iteration Ethan A. Brooks Logan Walls Richard L. Lewis Satinder Singh LM&Ro OffRL 124 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 46 550 0 07 Oct 2022
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 170 324 0 06 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 233 2,470 0 06 Oct 2022
Learning to Reason With Relational Abstractions A. Nam Mengye Ren Chelsea Finn James L. McClelland ReLM LRM 21 4 0 06 Oct 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 57 412 0 05 Oct 2022
COMPS: Conceptual Minimal Pair Sentences for testing Robust Property Knowledge and its Inheritance in Pre-trained Language Models Kanishka Misra Julia Taylor Rayz Allyson Ettinger 25 10 0 05 Oct 2022
When to Make Exceptions: Exploring Language Models as Accounts of Human Moral Judgment Zhijing Jin Sydney Levine Fernando Gonzalez Ojasv Kamal Maarten Sap Mrinmaya Sachan Rada Mihalcea J. Tenenbaum Bernhard Schölkopf ELM LRM 17 90 0 04 Oct 2022
NeuDep: Neural Binary Memory Dependence Analysis Kexin Pei Dongdong She Michael Wang Scott Geng Zhou Xuan Yaniv David Junfeng Yang Suman Jana Baishakhi Ray 17 5 0 04 Oct 2022