Title
Why think step by step? Reasoning emerges from the locality of experience Ben Prystawski Michael Y. Li Noah D. Goodman LRM ReLM 14 89 0 07 Apr 2023
Eight Things to Know about Large Language Models Sam Bowman ALM 10 108 0 02 Apr 2023
Language Models can Solve Computer Tasks Geunwoo Kim Pierre Baldi Stephen Marcus McAleer LLMAG LM&Ro 9 336 0 30 Mar 2023
Training Language Models with Language Feedback at Scale Jérémy Scheurer Jon Ander Campos Tomasz Korbak Jun Shern Chan Angelica Chen Kyunghyun Cho Ethan Perez ALM 21 101 0 28 Mar 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 25 15 0 28 Mar 2023
EvoPrompting: Language Models for Code-Level Neural Architecture Search Angelica Chen David Dohan David R. So VLM LRM 6 82 0 28 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 16 15 0 17 Feb 2023
Aligning Language Models with Preferences through f-divergence Minimization Dongyoung Go Tomasz Korbak Germán Kruszewski Jos Rozen Nahyeon Ryu Marc Dymetman 11 68 0 16 Feb 2023
LaMPP: Language Models as Probabilistic Priors for Perception and Action Belinda Z. Li William Chen Pratyusha Sharma Jacob Andreas 11 15 0 03 Feb 2023
Large Language Models Can Be Easily Distracted by Irrelevant Context Freda Shi Xinyun Chen Kanishka Misra Nathan Scales David Dohan Ed H. Chi Nathanael Scharli Denny Zhou ReLM RALM LRM 17 522 0 31 Jan 2023
Memory Augmented Large Language Models are Computationally Universal Dale Schuurmans 19 45 0 10 Jan 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 20 16 0 04 Jan 2023
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP Omar Khattab Keshav Santhanam Xiang Lisa Li David Leo Wright Hall Percy Liang Christopher Potts Matei A. Zaharia RALM KELM 12 183 0 28 Dec 2022
Parsel: Algorithmic Reasoning with Language Models by Composing Decompositions E. Zelikman Qian Huang Gabriel Poesia Noah D. Goodman Nick Haber ReLM LRM 10 53 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 6 576 0 20 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 35 295 0 19 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 9 10 0 16 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 6 17 0 13 Dec 2022
Prompting Is Programming: A Query Language for Large Language Models Luca Beurer-Kellner Marc Fischer Martin Vechev LRM 19 93 0 12 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 8 278 0 25 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 29 322 0 18 Nov 2022
Complex Reading Comprehension Through Question Decomposition Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari ReLM 8 8 0 07 Nov 2022
Disentangling Reasoning Capabilities from Language Models with Compositional Reasoning Transformers Wanjun Zhong Tingting Ma Jiahai Wang Jian Yin T. Zhao Chin-Yew Lin Nan Duan LRM CoGe 14 2 0 20 Oct 2022
Large Language Models are Pretty Good Zero-Shot Video Game Bug Detectors Mohammad Reza Taesiri Finlay Macklon Yihe Wang Hengshuo Shen C. Bezemer ELM LLMAG MLLM 17 13 0 05 Oct 2022
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model Jacob Eisenstein D. Andor Bernd Bohnet Michael Collins David M. Mimno LRM 176 24 0 05 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 48 403 0 05 Oct 2022
ThinkSum: Probabilistic reasoning over sets using large language models Batu Mehmet Ozturkler Nikolay Malkin Zhen Wang Nebojsa Jojic ReLM LRM 34 22 0 04 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 116 270 0 03 Oct 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 222 495 0 28 Sep 2022
Psychologically-informed chain-of-thought prompts for metaphor understanding in large language models Ben Prystawski P. Thibodeau Christopher Potts Noah D. Goodman ReLM LRM AI4CE 32 20 0 16 Sep 2022
FOLIO: Natural Language Reasoning with First-Order Logic Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 15 47 0 02 Sep 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 29 92 0 24 Aug 2022
RL with KL penalties is better viewed as Bayesian inference Tomasz Korbak Ethan Perez Christopher L. Buckley OffRL 17 70 0 23 May 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 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022