Towards Reasoning in Large Language Models: A Survey

20 December 2022

Jie Huang

Kevin Chen-Chuan Chang

Papers citing "Towards Reasoning in Large Language Models: A Survey"

22 / 72 papers shown

Title
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 105 603 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 98 595 0 07 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 86 430 0 05 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 180 420 0 03 Oct 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 50 21 0 16 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 48 123 0 30 Aug 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 79 186 0 14 Jul 2022
Exploring Length Generalization in Large Language Models Cem Anil Yuhuai Wu Anders Andreassen Aitor Lewkowycz Vedant Misra V. Ramasesh Ambrose Slone Guy Gur-Ari Ethan Dyer Behnam Neyshabur ReLM LRM 50 164 0 11 Jul 2022
Are Large Pre-Trained Language Models Leaking Your Personal Information? Jie Huang Hanyin Shao Kevin Chen-Chuan Chang PILM 65 183 0 25 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 237 195 0 24 May 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 60 349 0 19 May 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 78 459 0 28 Mar 2022
Iteratively Prompt Pre-trained Language Models for Chain of Thought Boshi Wang Xiang Deng Huan Sun KELM ReLM LRM 63 97 0 16 Mar 2022
Impact of Pretraining Term Frequencies on Few-Shot Reasoning Yasaman Razeghi Robert L Logan IV Matt Gardner Sameer Singh ReLM LRM 43 151 0 15 Feb 2022
Commonsense Knowledge Reasoning and Generation with Pre-trained Language Models: A Survey Prajjwal Bhargava Vincent Ng ReLM LRM 97 63 0 28 Jan 2022
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 122 728 0 30 Nov 2021
A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers Shen-Yun Miao Chao-Chun Liang Keh-Yih Su 33 329 0 30 Jun 2021
FeTaQA: Free-form Table Question Answering Linyong Nan Chia-Hsuan Hsieh Ziming Mao Xi Lin Neha Verma ... Isabel Trindade Renusree Bandaru Jacob Cunningham Caiming Xiong Dragomir R. Radev LMTD 86 150 0 01 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 324 1,343 0 17 Jan 2021
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence G. Marcus VLM 52 361 0 14 Feb 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism Mohammad Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 281 1,861 0 17 Sep 2019
Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems Wang Ling Dani Yogatama Chris Dyer Phil Blunsom AIMat 49 701 0 11 May 2017