Title
Enhancing Chain-of-Thoughts Prompting with Iterative Bootstrapping in Large Language Models Jiashuo Sun Yi Luo Yeyun Gong Chen Lin Yelong Shen Jian Guo Nan Duan LRM 109 21 0 23 Apr 2023
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes Simran Arora Brandon Yang Sabri Eyuboglu A. Narayan Andrew Hojel Immanuel Trummer Christopher Ré SyDa 135 85 0 19 Apr 2023
ArguGPT: evaluating, understanding and identifying argumentative essays generated by GPT models Yikang Liu Ziyin Zhang Wanyang Zhang Shisen Yue Xiaojing Zhao Xinyuan Cheng Yiwen Zhang Hai Hu DeLMO 103 55 0 16 Apr 2023
Evaluation of ChatGPT Family of Models for Biomedical Reasoning and Classification Shan Chen Yingya Li Sheng Lu Hoang Van Hugo J. W. L. Aerts G. Savova Danielle S. Bitterman LM&MA AI4MH ELM 71 47 0 05 Apr 2023
REFINER: Reasoning Feedback on Intermediate Representations Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 134 182 0 04 Apr 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 88 6 0 04 Apr 2023
GPT-4 can pass the Korean National Licensing Examination for Korean Medicine Doctors Dongyeop Jang Tae-Rim Yun Choong-Yeol Lee Young-Kyu Kwon Chang-Eop Kim ELM LM&MA 67 29 0 31 Mar 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 151 913 0 30 Mar 2023
Large Language Models are Diverse Role-Players for Summarization Evaluation Ning Wu Ming Gong Linjun Shou Shining Liang Daxin Jiang 135 69 0 27 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 171 63 0 26 Mar 2023
Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases Hongyu Ren Mikhail Galkin Michael Cochez Zhaocheng Zhu J. Leskovec NAI GNN 122 38 0 26 Mar 2023
Capabilities of GPT-4 on Medical Challenge Problems Harsha Nori Nicholas King S. McKinney Dean Carignan Eric Horvitz LM&MA ELM AI4MH 156 812 0 20 Mar 2023
How Many Demonstrations Do You Need for In-context Learning? Jiuhai Chen Lichang Chen Chen Zhu Dinesh Manocha LRM 94 43 0 14 Mar 2023
Larger language models do in-context learning differently Jerry W. Wei Jason W. Wei Yi Tay Dustin Tran Albert Webson ... Xinyun Chen Hanxiao Liu Da Huang Denny Zhou Tengyu Ma ReLM LRM 125 374 0 07 Mar 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification Seungone Kim Se June Joo Yul Jang Hyungjoo Chae Jinyoung Yeo LRM 71 12 0 07 Mar 2023
Efficient Informed Proposals for Discrete Distributions via Newton's Series Approximation Yue Xiang Dongyao Zhu Bowen Lei Dongkuan Xu Ruqi Zhang 71 6 0 27 Feb 2023
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao AI4MH 127 245 0 19 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 212 16 0 17 Feb 2023
LEVER: Learning to Verify Language-to-Code Generation with Execution Ansong Ni Srini Iyer Dragomir R. Radev Ves Stoyanov Wen-tau Yih Sida I. Wang Xi Lin 142 226 0 16 Feb 2023
STREET: A Multi-Task Structured Reasoning and Explanation Benchmark D. Ribeiro Shen Wang Xiaofei Ma He Zhu Rui Dong ... William Yang Wang Zhiheng Huang George Karypis Bing Xiang Dan Roth LRM ReLM 84 23 0 13 Feb 2023
Compositional Exemplars for In-context Learning Jiacheng Ye Zhiyong Wu Jiangtao Feng Tao Yu Lingpeng Kong 151 134 0 11 Feb 2023
Faithful Chain-of-Thought Reasoning Qing Lyu Shreya Havaldar Adam Stein Li Zhang D. Rao Eric Wong Marianna Apidianaki Chris Callison-Burch ReLM LRM 171 229 0 31 Jan 2023
Understanding Finetuning for Factual Knowledge Extraction from Language Models Mehran Kazemi Sid Mittal Deepak Ramachandran KELM 102 11 0 26 Jan 2023
Bike Frames: Understanding the Implicit Portrayal of Cyclists in the News Xingmeng Zhao Dan Schumacher Sashank Nalluri Xavier Walton Suhana Shrestha Anthony Rios 53 2 0 15 Jan 2023
World Models and Predictive Coding for Cognitive and Developmental Robotics: Frontiers and Challenges T. Taniguchi Shingo Murata Masahiro Suzuki D. Ognibene Pablo Lanillos ... L. Jamone Tomoaki Nakamura Alejandra Ciria B. Lara G. Pezzulo 103 57 0 14 Jan 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 242 169 0 31 Dec 2022
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 114 269 0 28 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 296 2,414 0 26 Dec 2022
What do LLMs Know about Financial Markets? A Case Study on Reddit Market Sentiment Analysis Xiang Deng Vasilisa Bashlovkina Feng Han Simon Baumgartner Michael Bendersky 73 46 0 21 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 133 150 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 184 645 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 135 351 0 20 Dec 2022
Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters Boshi Wang Sewon Min Xiang Deng Jiaming Shen You Wu Luke Zettlemoyer Huan Sun LRM ReLM 122 252 0 20 Dec 2022
Visconde: Multi-document QA with GPT-3 and Neural Reranking Jayr Pereira R. Fidalgo R. Lotufo Rodrigo Nogueira BDL RALM 78 33 0 19 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 232 327 0 19 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 85 66 0 19 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 59 11 0 16 Dec 2022
Teaching Small Language Models to Reason Lucie Charlotte Magister Jonathan Mallinson Jakub Adamek Eric Malmi Aliaksei Severyn LRM AI4CE ReLM 230 267 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 85 19 0 16 Dec 2022
FiDO: Fusion-in-Decoder optimized for stronger performance and faster inference Michiel de Jong Yury Zemlyanskiy Joshua Ainslie Nicholas FitzGerald Sumit Sanghai Fei Sha William W. Cohen VLM 73 36 0 15 Dec 2022
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning Omar Shaikh Hongxin Zhang William B. Held Michael S. Bernstein Diyi Yang ReLM LRM 162 200 0 15 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 104 152 0 15 Dec 2022
Prompting Is Programming: A Query Language for Large Language Models Luca Beurer-Kellner Marc Fischer Martin Vechev LRM 161 105 0 12 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 116 5 0 07 Dec 2022
Improving Zero-shot Generalization and Robustness of Multi-modal Models Yunhao Ge Jie Jessie Ren Andrew Gallagher Yuxiao Wang Ming-Hsuan Yang Hartwig Adam Laurent Itti Balaji Lakshminarayanan Jiaping Zhao VLM 111 37 0 04 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 135 362 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 112 96 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 244 829 0 22 Nov 2022
Unsupervised Explanation Generation via Correct Instantiations Sijie Cheng Zhiyong Wu Jiangjie Chen Zhixing Li Yang Liu Lingpeng Kong ReLM LRM 80 5 0 21 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 131 462 0 18 Nov 2022