Title
Calibrating Large Language Models with Sample Consistency Qing Lyu Kumar Shridhar Chaitanya Malaviya Li Zhang Yanai Elazar Niket Tandon Marianna Apidianaki Mrinmaya Sachan Chris Callison-Burch 51 23 0 21 Feb 2024
$Se^2$ : Sequential Example Selection for In-Context Learning Haoyu Liu Jianfeng Liu Shaohan Huang Yuefeng Zhan Hao Sun Weiwei Deng Furu Wei Qi Zhang 33 3 0 21 Feb 2024
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models Xueliang Zhao Xinting Huang Tingchen Fu Qintong Li Shansan Gong Lemao Liu Wei Bi Lingpeng Kong LRM 37 1 0 21 Feb 2024
Soft Self-Consistency Improves Language Model Agents Han Wang Archiki Prasad Elias Stengel-Eskin Mohit Bansal LLMAG 24 8 0 20 Feb 2024
Chain of Thought Empowers Transformers to Solve Inherently Serial Problems Zhiyuan Li Hong Liu Denny Zhou Tengyu Ma LRM AI4CE 30 101 0 20 Feb 2024
FormulaReasoning: A Dataset for Formula-Based Numerical Reasoning Xiao Li Bolin Zhu Kaiwen Shi Sichen Liu Yin Zhu Yiwei Liu Gong Cheng AIMat 40 0 0 20 Feb 2024
Can LLMs Compute with Reasons? Harshit Sandilya Peehu Raj J. Bafna Srija Mukhopadhyay Shivansh Sharma Ellwil Sharma Arastu Sharma Neeta Trivedi Manish Shrivastava Rajesh Kumar LRM 30 0 0 19 Feb 2024
Can LLMs Reason with Rules? Logic Scaffolding for Stress-Testing and Improving LLMs Siyuan Wang Zhongyu Wei Yejin Choi Xiang Ren ReLM ELM LRM 16 21 0 18 Feb 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey Panagiotis Giadikiaroglou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou ELM ReLM LRM 19 26 0 17 Feb 2024
Can We Verify Step by Step for Incorrect Answer Detection? Xin Xu Shizhe Diao Can Yang Yang Wang LRM 130 14 0 16 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 38 3 0 15 Feb 2024
Beyond LLMs: Advancing the Landscape of Complex Reasoning Jennifer Chu-Carroll Andrew Beck Greg Burnham David O. Melville David Nachman A. E. Özcan David Ferrucci LLMAG LRM 27 0 0 12 Feb 2024
Towards Unified Alignment Between Agents, Humans, and Environment Zonghan Yang An Liu Zijun Liu Kai Liu Fangzhou Xiong ... Zhenhe Zhang Fuwen Luo Zhicheng Guo Peng Li Yang Liu 32 4 0 12 Feb 2024
CoSearchAgent: A Lightweight Collaborative Search Agent with Large Language Models Peiyuan Gong Jiamian Li Jiaxin Mao LLMAG 35 5 0 09 Feb 2024
Exploring Group and Symmetry Principles in Large Language Models Shima Imani Hamid Palangi LRM 24 1 0 09 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 35 138 0 05 Feb 2024
Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision Zihan Wang Yunxuan Li Yuexin Wu Liangchen Luo Le Hou Hongkun Yu Jingbo Shang LRM 45 20 0 05 Feb 2024
LLM Multi-Agent Systems: Challenges and Open Problems Shanshan Han Qifan Zhang Yuhang Yao Weizhao Jin Zhaozhuo Xu LLMAG 50 36 0 05 Feb 2024
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications Pranab Sahoo Ayush Kumar Singh Sriparna Saha Vinija Jain S. Mondal Aman Chadha 60 279 0 05 Feb 2024
Deductive Beam Search: Decoding Deducible Rationale for Chain-of-Thought Reasoning Tinghui Zhu Kai Zhang Jian Xie Yu-Chuan Su LRM 28 15 0 31 Jan 2024
PACE: A Pragmatic Agent for Enhancing Communication Efficiency Using Large Language Models Jiaxuan Li Minxi Yang Dahua Gao Wenlong Xu Guangming Shi 41 0 0 30 Jan 2024
YODA: Teacher-Student Progressive Learning for Language Models Jianqiao Lu Wanjun Zhong Yufei Wang Zhijiang Guo Qi Zhu ... Baojun Wang Yasheng Wang Lifeng Shang Xin Jiang Qun Liu LRM 32 7 0 28 Jan 2024
Contextualization Distillation from Large Language Model for Knowledge Graph Completion Dawei Li Zhen Tan Tianlong Chen Huan Liu KELM 25 12 0 28 Jan 2024
Evaluating Gender Bias in Large Language Models via Chain-of-Thought Prompting Masahiro Kaneko Danushka Bollegala Naoaki Okazaki Timothy Baldwin LRM 37 27 0 28 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 34 55 0 21 Jan 2024
Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering T. Ridnik Dedy Kredo Itamar Friedman 32 57 0 16 Jan 2024
The Butterfly Effect of Altering Prompts: How Small Changes and Jailbreaks Affect Large Language Model Performance A. Salinas Fred Morstatter 45 49 0 08 Jan 2024
The Tyranny of Possibilities in the Design of Task-Oriented LLM Systems: A Scoping Survey Dhruv Dhamani Mary Lou Maher 40 1 0 29 Dec 2023
Exploring the Sensitivity of LLMs' Decision-Making Capabilities: Insights from Prompt Variation and Hyperparameters Manikanta Loya Divya Sinha Richard Futrell 23 35 0 29 Dec 2023
Large-scale Long-tailed Disease Diagnosis on Radiology Images Qiaoyu Zheng Weike Zhao Chaoyi Wu Xiaoman Zhang Lisong Dai Hengyu Guan Yuehua Li Ya Zhang Yanfeng Wang Weidi Xie LM&MA MedIm 40 5 0 26 Dec 2023
Reducing LLM Hallucinations using Epistemic Neural Networks Shreyas Verma Kien Tran Yusuf Ali Guangyu Min 38 8 0 25 Dec 2023
Mixed Distillation Helps Smaller Language Model Better Reasoning Chenglin Li Qianglong Chen Liangyue Li Wang Caiyu Yicheng Li Zhang Yin Yin Zhang LRM 41 12 0 17 Dec 2023
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence? Fuheng Zhao Lawrence Lim Ishtiyaque Ahmad D. Agrawal A. El Abbadi Amr El Abbadi 65 10 0 16 Dec 2023
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 27 47 0 14 Dec 2023
Efficient Toxic Content Detection by Bootstrapping and Distilling Large Language Models Jiang Zhang Qiong Wu Yiming Xu Cheng Cao Zheng Du Konstantinos Psounis 36 15 0 13 Dec 2023
Get an A in Math: Progressive Rectification Prompting Zhenyu Wu Meng Jiang Chao Shen KELM LRM 34 9 0 11 Dec 2023
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System Haotian Wang Xiyuan Du Weijiang Yu Qianglong Chen Kun Zhu Zheng Chu Lian Yan Yi Guan 32 10 0 08 Dec 2023
VRPTEST: Evaluating Visual Referring Prompting in Large Multimodal Models Zongjie Li Chaozheng Wang Chaowei Liu Pingchuan Ma Daoyuan Wu Shuai Wang Cuiyun Gao VLM 32 6 0 07 Dec 2023
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models Bingshuai Liu Chenyang Lyu Zijun Min Zhanyu Wang Jinsong Su Longyue Wang LRM 39 7 0 04 Dec 2023
Large Language Models Are Zero-Shot Text Classifiers Zhiqiang Wang Yiran Pang Yanbin Lin 18 30 0 02 Dec 2023
Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses Xiao Ma Swaroop Mishra Ariel Liu S. Su Jilin Chen Chinmay Kulkarni Heng-Tze Cheng Quoc V. Le Ed H. Chi LM&Ro 25 37 0 01 Dec 2023
Deciphering Digital Detectives: Understanding LLM Behaviors and Capabilities in Multi-Agent Mystery Games Dekun Wu Haochen Shi Zhiyuan Sun Bang Liu LLMAG 29 16 0 01 Dec 2023
Universal Self-Consistency for Large Language Model Generation Xinyun Chen Renat Aksitov Uri Alon Jie Jessie Ren Kefan Xiao Pengcheng Yin Sushant Prakash Charles Sutton Xuezhi Wang Denny Zhou LRM 26 66 0 29 Nov 2023
Methods to Estimate Large Language Model Confidence Maia Kotelanski Robert Gallo Ashwin Nayak Thomas Savage LM&MA 29 6 0 28 Nov 2023
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training Cheng Tan Jingxuan Wei Zhangyang Gao Linzhuang Sun Siyuan Li Ruifeng Guo Xihong Yang Stan Z. Li LRM 39 7 0 23 Nov 2023
Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions S. Cao Jiajie Zhang Jiaxin Shi Xin Lv Zijun Yao Qingwen Tian Juanzi Li Lei Hou LRM 29 14 0 23 Nov 2023
AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations Zhicheng YANG Yinya Huang Jing Xiong Liang Feng Xiaodan Liang Yiwei Wang Jing Tang LRM 31 1 0 22 Nov 2023
Large Language Model as a Policy Teacher for Training Reinforcement Learning Agents Zihao Zhou Bin-Bin Hu Chenyang Zhao Pu Zhang Bin Liu LLMAG 35 9 0 22 Nov 2023
From Classification to Clinical Insights: Towards Analyzing and Reasoning About Mobile and Behavioral Health Data With Large Language Models Zachary Englhardt Chengqian Ma Margaret E. Morris X. Xu Chun-Cheng Chang Lianhui Qin Daniel J. McDuff Xin Liu Shwetak N. Patel Vikram Iyer AI4MH 50 11 0 21 Nov 2023