Title
Visual Programming: Compositional visual reasoning without training Tanmay Gupta Aniruddha Kembhavi ReLM VLM LRM 183 439 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 114 117 0 15 Nov 2022
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk Decoding Mirac Suzgun Luke Melas-Kyriazi Dan Jurafsky 74 46 0 14 Nov 2022
Towards a Mathematics Formalisation Assistant using Large Language Models Ayush Agrawal Siddhartha Gadgil Navin Goyal Ashvni Narayanan Anand Tadipatri 87 17 0 14 Nov 2022
Trade-off Between Efficiency and Consistency for Removal-based Explanations Yifan Zhang Haowei He Zhiyuan Tan Yang Yuan FAtt 97 4 0 31 Oct 2022
RLET: A Reinforcement Learning Based Approach for Explainable QA with Entailment Trees Tengxiao Liu Qipeng Guo Xiangkun Hu Yue Zhang Xipeng Qiu Zheng Zhang LRM 75 14 0 31 Oct 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 175 84 0 28 Oct 2022
Piloting Copilot, Codex, and StarCoder2: Hot Temperature, Cold Prompts, or Black Magic? Jean-Baptiste Döderlein Nguessan Hermann Kouadio M. Acher D. Khelladi B. Combemale 92 36 0 26 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 123 8 0 23 Oct 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 226 618 0 20 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 311 3,178 0 20 Oct 2022
Transcending Scaling Laws with 0.1% Extra Compute Yi Tay Jason W. Wei Hyung Won Chung Vinh Q. Tran David R. So ... Donald Metzler Slav Petrov N. Houlsby Quoc V. Le Mostafa Dehghani LRM 109 71 0 20 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 286 1,143 0 17 Oct 2022
Prompting GPT-3 To Be Reliable Chenglei Si Zhe Gan Zhengyuan Yang Shuohang Wang Jianfeng Wang Jordan L. Boyd-Graber Lijuan Wang KELM LRM 113 303 0 17 Oct 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance Yang Deng Wenqiang Lei Wenxuan Zhang W. Lam Tat-Seng Chua 101 56 0 17 Oct 2022
Query Expansion Using Contextual Clue Sampling with Language Models Linqing Liu Minghan Li Jimmy J. Lin Sebastian Riedel Pontus Stenetorp 66 11 0 13 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 89 153 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 219 83 0 11 Oct 2022
Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems Fan Zhou Haoyu Dong Qian Liu Zhoujun Cheng Shi Han Dongmei Zhang ReLM LRM 85 6 0 11 Oct 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 180 640 0 07 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 475 3,006 0 06 Oct 2022
Learning to Reason With Relational Abstractions A. Nam Mengye Ren Chelsea Finn James L. McClelland ReLM LRM 107 5 0 06 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 296 219 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 167 452 0 05 Oct 2022
Recitation-Augmented Language Models Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 275 65 0 04 Oct 2022
ThinkSum: Probabilistic reasoning over sets using large language models Batu Mehmet Ozturkler Nikolay Malkin Zhen Wang Nebojsa Jojic ReLM LRM 138 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 301 315 0 03 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 259 446 0 03 Oct 2022
Unpacking Large Language Models with Conceptual Consistency Pritish Sahu Michael Cogswell Yunye Gong Ajay Divakaran LRM 116 17 0 29 Sep 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 269 94 0 29 Sep 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark Ashwin Kalyan ReLM LRM 209 300 0 29 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 237 121 0 22 Sep 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 106 20 0 21 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 139 109 0 02 Sep 2022
Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms Surbhi Goel Sham Kakade Adam Tauman Kalai Cyril Zhang 81 1 0 01 Sep 2022
Diverse Title Generation for Stack Overflow Posts with Multiple Sampling Enhanced Transformer Fengji Zhang Jin Liu Yao Wan Xiao Yu Xiao Liu J. Keung 132 11 0 24 Aug 2022
HELP ME THINK: A Simple Prompting Strategy for Non-experts to Create Customized Content with Models Swaroop Mishra E. Nouri LRM 125 27 0 17 Aug 2022
CodeT: Code Generation with Generated Tests Bei Chen Fengji Zhang A. Nguyen Daoguang Zan Zeqi Lin Jian-Guang Lou Weizhu Chen 105 349 0 21 Jul 2022
Language Model Cascades David Dohan Winnie Xu Aitor Lewkowycz Jacob Austin David Bieber ... Henryk Michalewski Rif A. Saurous Jascha Narain Sohl-Dickstein Kevin Patrick Murphy Charles Sutton ReLM LRM 109 102 0 21 Jul 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 116 315 0 17 Jul 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 136 188 0 14 Jul 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 147 835 0 11 Jul 2022
Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 121 126 0 02 Jul 2022
Solving Quantitative Reasoning Problems with Language Models Aitor Lewkowycz Anders Andreassen David Dohan Ethan Dyer Henryk Michalewski ... Theo Gutman-Solo Yuhuai Wu Behnam Neyshabur Guy Gur-Ari Vedant Misra ReLM ELM LRM 230 865 0 29 Jun 2022
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 322 2,527 0 15 Jun 2022
Self-critiquing models for assisting human evaluators William Saunders Catherine Yeh Jeff Wu Steven Bills Ouyang Long Jonathan Ward Jan Leike ALM ELM 120 306 0 12 Jun 2022
Non-Programmers Can Label Programs Indirectly via Active Examples: A Case Study with Text-to-SQL Ruiqi Zhong Charles Burton Snell Dan Klein Jason Eisner 115 9 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 321 197 0 24 May 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 286 146 0 22 May 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 109 1,139 0 21 May 2022