Title
Voting or Consensus? Decision-Making in Multi-Agent Debate Lars Benedikt Kaesberg Jonas Becker Jan Philip Wahle Terry Ruas Bela Gipp 66 1 0 26 Feb 2025
How Far are LLMs from Real Search? A Comprehensive Study on Efficiency, Completeness, and Inherent Capabilities M. Lin Hui Liu X. Tang Jingying Zeng Zhenwei Dai Chen Luo Zheng Li Xiang Zhang Qi He Suhang Wang OffRL LRM 41 0 0 25 Feb 2025
LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences Sijia Yao Pengcheng Huang Zhenghao Liu Yu Gu Yukun Yan S. Yu Ge Yu RALM 36 0 0 24 Feb 2025
The Relationship Between Reasoning and Performance in Large Language Models -- o3 (mini) Thinks Harder, Not Longer Marthe Ballon Andres Algaba Vincent Ginis LRM ReLM 36 4 0 24 Feb 2025
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Zhenyu Pan Haozheng Luo Manling Li Han Liu LRM 48 13 0 24 Feb 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 56 2 0 23 Feb 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 44 2 0 23 Feb 2025
Dynamic Parallel Tree Search for Efficient LLM Reasoning Yifu Ding Wentao Jiang Shunyu Liu Yongcheng Jing J. Guo ... Zengmao Wang Z. Liu Bo Du X. Liu Dacheng Tao LRM 44 4 0 22 Feb 2025
A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics Ting-Ruen Wei Haowei Liu Xuyang Wu Yi Fang LRM AI4CE ReLM KELM 182 1 0 21 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 83 1 0 21 Feb 2025
DataSciBench: An LLM Agent Benchmark for Data Science Dan Zhang Sining Zhoubian Min Cai Fengzu Li L. Yang Wei Wang Tianjiao Dong Ziniu Hu J. Tang Yisong Yue ALM ELM 41 2 0 20 Feb 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM ELM RALM 68 7 0 20 Feb 2025
Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model Emre Can Acikgoz Jeremiah Greer Akul Datta Ze Yang William Zeng Oussama Elachqar Emmanouil Koukoumidis Dilek Hakkani-Tür Gökhan Tür LLMAG 100 3 0 20 Feb 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 49 10 0 20 Feb 2025
Reasoning and the Trusting Behavior of DeepSeek and GPT: An Experiment Revealing Hidden Fault Lines in Large Language Models Rubing Li João Sedoc Arun Sundararajan LRM 65 1 0 20 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim E. Choi 41 0 0 18 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu X. Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 44 7 0 18 Feb 2025
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction Nils Constantin Hellwig Jakob Fehle Udo Kruschwitz Christian Wolff AI4MH 41 0 0 18 Feb 2025
AURORA:Automated Training Framework of Universal Process Reward Models via Ensemble Prompting and Reverse Verification Xiaoyu Tan Tianchu Yao C. Qu Bin Li Minghao Yang ... Haozhe Wang Xihe Qiu Wei Chu Yinghui Xu Yuan Qi OffRL LRM 44 2 0 17 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq R. Joty Furu Wei LRM 99 9 0 17 Feb 2025
SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language Models Yi Wu Z. Xiong Yiran Hu Shreyash S. Iyengar Nan Jiang Aniket Bera Lin Tan Suresh Jagannathan LM&Ro LLMAG 81 4 0 17 Feb 2025
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs Qi Zhao Hongyu Yang Qi Song Xinwei Yao Xiangyang Li 43 0 0 17 Feb 2025
Beyond the Singular: The Essential Role of Multiple Generations in Effective Benchmark Evaluation and Analysis Wenbo Zhang Hengrui Cai Wenyu Chen 77 0 0 17 Feb 2025
Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language Models Jongho Kim Seung-won Hwang LRM AI4CE 53 0 0 17 Feb 2025
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering Nick Ferguson Liane Guillou A. Bundy Kwabena Nuamah LRM ELM 68 1 0 17 Feb 2025
Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering Zeqing Wang Wentao Wan Qiqing Lao Runmeng Chen Minjie Lang Keze Wang Liang Lin Liang Lin LRM 103 3 0 17 Feb 2025
Atom of Thoughts for Markov LLM Test-Time Scaling Fengwei Teng Zhaoyang Yu Quan Shi Jiayi Zhang Chenglin Wu Yuyu Luo MU LRM 51 13 0 17 Feb 2025
CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation Guangya Yu Yanhao Li Zongying Jiang Yuxiong Jin Li Dai ... Weiyan Zhang Yongqi Fan Qi Ye Jingping Liu Tong Ruan LM&MA ELM 72 0 0 17 Feb 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning Peiying Yu Guoxin Chen Jingjing Wang LRM LLMAG LMTD 62 2 0 17 Feb 2025
Uncertainty-Aware Step-wise Verification with Generative Reward Models Zihuiwen Ye L. Melo Younesse Kaddar Phil Blunsom S. Kamath S Yarin Gal LRM 44 0 0 16 Feb 2025
SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention Chengshuai Zhao Zhen Tan Chau-Wai Wong Xinyan Zhao Tianlong Chen Huan Liu LLMAG 51 2 0 16 Feb 2025
Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation Haoyuan Wu Haisheng Zheng Zhuolun He Bei Yu 40 0 0 15 Feb 2025
A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals Andrew Kiruluta Andreas Lemos Priscilla Burity 47 1 0 14 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 101 0 0 13 Feb 2025
Typhoon T1: An Open Thai Reasoning Model Pittawat Taveekitworachai Potsawee Manakul Kasima Tharnpipitchai Kunat Pipatanakul OffRL LRM 97 0 0 13 Feb 2025
SQuARE: Sequential Question Answering Reasoning Engine for Enhanced Chain-of-Thought in Large Language Models Daniel Fleischer Moshe Berchansky Gad Markovits Moshe Wasserblat ReLM ELM LRM 82 0 0 13 Feb 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly Guibin Zhang Kaijie Chen Guancheng Wan Heng Chang Hong Cheng K. Wang Shuyue Hu Lei Bai 77 2 0 11 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 71 3 0 11 Feb 2025
When More is Less: Understanding Chain-of-Thought Length in LLMs Yuyang Wu Yifei Wang Tianqi Du Stefanie Jegelka Yisen Wang LRM 52 22 0 11 Feb 2025
Unveiling the Capabilities of Large Language Models in Detecting Offensive Language with Annotation Disagreement Junyu Lu Kai Ma Kaichun Wang Kelaiti Xiao Roy Ka-Wei Lee Bo Xu Liang Yang Hongfei Lin 44 0 0 10 Feb 2025
MATH-Perturb: Benchmarking LLMs' Math Reasoning Abilities against Hard Perturbations Kaixuan Huang Jiacheng Guo Zihao Li X. Ji Jiawei Ge ... Yangsibo Huang Chi Jin Xinyun Chen Chiyuan Zhang Mengdi Wang AAML LRM 95 7 0 10 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 96 10 0 10 Feb 2025
Examining False Positives under Inference Scaling for Mathematical Reasoning Yu Guang Wang Nan Yang Liang Wang Furu Wei LRM 59 3 0 10 Feb 2025
CODESIM: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging Md. Ashraful Islam Mohammed Eunus Ali Md. Rizwan Parvez LLMAG 66 2 0 08 Feb 2025
Optimizing Temperature for Language Models with Multi-Sample Inference Weihua Du Yiming Yang Sean Welleck 60 2 0 07 Feb 2025
Confidence Elicitation: A New Attack Vector for Large Language Models Brian Formento Chuan-Sheng Foo See-Kiong Ng AAML 96 0 0 07 Feb 2025
Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment Cheryl Li Tianyuan Xu Yiwen Guo LRM 153 2 0 05 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 53 0 0 04 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 68 8 0 04 Feb 2025
Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges Nayoung Lee Ziyang Cai Avi Schwarzschild Kangwook Lee Dimitris Papailiopoulos ReLM VLM LRM AI4CE 73 4 0 03 Feb 2025