Title
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 69 47 0 11 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 46 9 0 10 Jun 2024
Learning Task Decomposition to Assist Humans in Competitive Programming Jiaxin Wen Ruiqi Zhong Pei Ke Zhihong Shao Hongning Wang Minlie Huang ReLM 42 8 0 07 Jun 2024
Re-ReST: Reflection-Reinforced Self-Training for Language Agents Zi-Yi Dou Cheng-Fu Yang Xueqing Wu Kai-Wei Chang Nanyun Peng LRM 88 7 0 03 Jun 2024
Self-Improving Robust Preference Optimization Eugene Choi Arash Ahmadian Matthieu Geist Oilvier Pietquin M. G. Azar 33 8 0 03 Jun 2024
Towards Hierarchical Multi-Agent Workflows for Zero-Shot Prompt Optimization Yuchi Liu Jaskirat Singh Gaowen Liu Ali Payani Liang Zheng LLMAG 82 4 0 30 May 2024
TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models Jaewoo Ahn Taehyun Lee Junyoung Lim Jin-Hwa Kim Sangdoo Yun Hwaran Lee Gunhee Kim LLMAG HILM 37 12 0 28 May 2024
ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation Houxing Ren Mingjie Zhan Zhongyuan Wu Aojun Zhou Junting Pan Hongsheng Li SyDa 44 7 0 27 May 2024
RLSF: Reinforcement Learning via Symbolic Feedback Piyush Jha Prithwish Jana Arnav Arora Vijay Ganesh LRM 49 3 0 26 May 2024
Code Repair with LLMs gives an Exploration-Exploitation Tradeoff Hao Tang Keya Hu Jin Peng Zhou Sicheng Zhong Wei-Long Zheng Xujie Si Kevin Ellis 42 15 0 26 May 2024
Reinforcing Language Agents via Policy Optimization with Action Decomposition Muning Wen Bo Liu Weinan Zhang Jun Wang Ying Wen 51 8 0 23 May 2024
AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents Christopher Rawles Sarah Clinckemaillie Yifan Chang Jonathan Waltz Gabrielle Lau ... Daniel Toyama Robert Berry Divya Tyamagundlu Timothy Lillicrap Oriana Riva LLMAG 72 44 0 23 May 2024
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought Zhuoxuan Jiang Haoyuan Peng Shanshan Feng Fan Li Dongsheng Li LRM KELM 46 13 0 09 May 2024
Large Language Models for Cyber Security: A Systematic Literature Review HanXiang Xu Shenao Wang Ningke Li Kaidi Wang Yanjie Zhao Kai Chen Ting Yu Yang Liu Haoyu Wang 42 29 0 08 May 2024
Optimizing Language Model's Reasoning Abilities with Weak Supervision Yongqi Tong Sizhe Wang Dawei Li Yifan Wang Simeng Han Zi Lin Chengsong Huang Jiaxin Huang Jingbo Shang LRM ReLM 45 8 0 07 May 2024
Self-Reflection in LLM Agents: Effects on Problem-Solving Performance Matthew Renze Erhan Guven LRM LLMAG 46 40 0 05 May 2024
General Purpose Verification for Chain of Thought Prompting Robert Vacareanu Anurag Pratik Evangelia Spiliopoulou Zheng Qi Giovanni Paolini Neha Ann John Jie Ma Yassine Benajiba Miguel Ballesteros LRM 37 8 0 30 Apr 2024
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models Parshin Shojaee Kazem Meidani Shashank Gupta A. Farimani Chandan K. Reddy 47 15 0 29 Apr 2024
Small Language Models Need Strong Verifiers to Self-Correct Reasoning Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Jaekyeom Kim Moontae Lee Honglak Lee Lu Wang LRM KELM ReLM 36 31 0 26 Apr 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 59 19 0 24 Apr 2024
Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems Qihuang Zhong Kang Wang Ziyang Xu Juhua Liu Liang Ding Bo Du LRM AIMat 63 3 0 23 Apr 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 70 23 0 22 Apr 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 52 1 0 19 Apr 2024
LLM Evaluators Recognize and Favor Their Own Generations Arjun Panickssery Samuel R. Bowman Shi Feng 55 159 0 15 Apr 2024
When Hindsight is Not 20/20: Testing Limits on Reflective Thinking in Large Language Models Yanhong Li Chenghao Yang Allyson Ettinger ReLM LRM LLMAG 51 7 0 14 Apr 2024
Confidence Calibration and Rationalization for LLMs via Multi-Agent Deliberation Ruixin Yang Dheeraj Rajagopal S. Hayati Bin Hu Dongyeop Kang LLMAG 45 6 0 14 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 57 6 0 12 Apr 2024
Guiding Large Language Models to Post-Edit Machine Translation with Error Annotations Dayeon Ki Marine Carpuat 43 17 0 11 Apr 2024
ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models Jinheon Baek S. Jauhar Silviu Cucerzan Sung Ju Hwang AI4CE LLMAG LM&Ro 42 39 0 11 Apr 2024
Personalized LLM Response Generation with Parameterized Memory Injection Kai Zhang Lizhi Qing Yangyang Kang 39 11 0 04 Apr 2024
A Survey on Large Language Model-Based Game Agents Sihao Hu Tiansheng Huang Gaowen Liu Ramana Rao Kompella Gaowen Liu Selim Furkan Tekin Yichang Xu Zachary Yahn Ling Liu LLMAG LM&Ro AI4CE LM&MA 71 52 0 02 Apr 2024
Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models Wei He Shichun Liu Jun Zhao Yiwen Ding Yi Lu Zhiheng Xi Tao Gui Qi Zhang Xuanjing Huang 50 1 0 01 Apr 2024
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding Ahmad A Mahmood Ashmal Vayani Muzammal Naseer Salman Khan Fahad Shahbaz Khan LRM 58 7 0 21 Mar 2024
Large Language Models are Contrastive Reasoners Liang Yao ReLM ELM LRM 50 2 0 13 Mar 2024
The pitfalls of next-token prediction Gregor Bachmann Vaishnavh Nagarajan 39 63 0 11 Mar 2024
LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error Boshi Wang Hao Fang Jason Eisner Benjamin Van Durme Yu-Chuan Su CLL 34 7 0 07 Mar 2024
Socratic Reasoning Improves Positive Text Rewriting Anmol Goel Nico Daheim Iryna Gurevych Iryna Gurevych LRM 44 4 0 05 Mar 2024
MEGAnno+: A Human-LLM Collaborative Annotation System H. Kim Kushan Mitra Rafael Li Chen Sajjadur Rahman Dan Zhang 51 23 0 28 Feb 2024
Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization Wenqi Zhang Ke Tang Hai Wu Mengna Wang Yongliang Shen Guiyang Hou Zeqi Tan Peng Li Yueting Zhuang Weiming Lu LLMAG 44 37 0 27 Feb 2024
Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step Li Zhong Zilong Wang Jingbo Shang 29 48 0 25 Feb 2024
Fine-Grained Self-Endorsement Improves Factuality and Reasoning Ante Wang Linfeng Song Baolin Peng Ye Tian Lifeng Jin Haitao Mi Jinsong Su Dong Yu HILM LRM 23 6 0 23 Feb 2024
COPR: Continual Human Preference Learning via Optimal Policy Regularization Han Zhang Lin Gui Yu Lei Yuanzhao Zhai Yehong Zhang ... Hui Wang Yue Yu Kam-Fai Wong Bin Liang Ruifeng Xu CLL 42 4 0 22 Feb 2024
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 24 0 21 Feb 2024
Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning Zhaorui Yang Tianyu Pang H. Feng Han Wang Wei Chen Minfeng Zhu Qian Liu ALM 40 37 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
RefuteBench: Evaluating Refuting Instruction-Following for Large Language Models Jianhao Yan Yun Luo Yue Zhang ALM LRM 38 7 0 21 Feb 2024
Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as Agents Renxi Wang Haonan Li Xudong Han Yixuan Zhang Timothy Baldwin LLMAG 27 22 0 18 Feb 2024
PhaseEvo: Towards Unified In-Context Prompt Optimization for Large Language Models Wendi Cui Jiaxin Zhang Zhuohang Li Hao Sun Damien Lopez Kamalika Das Bradley Malin Kumar Sricharan 29 7 0 17 Feb 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey Panagiotis Giadikiaroglou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou ELM ReLM LRM 29 27 0 17 Feb 2024
Natural Language Reinforcement Learning Xidong Feng Bo Liu Mengyue Yang Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 40 3 0 11 Feb 2024