Title
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 52 0 0 19 Mar 2025
SemEval-2025 Task 1: AdMIRe -- Advancing Multimodal Idiomaticity Representation Thomas Pickard Aline Villavicencio Maggie Mi Wei He Dylan Phelps Carolina Scarton 67 1 0 19 Mar 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 41 1 0 18 Mar 2025
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs Nicolas Le Roux Marc G. Bellemare Jonathan Lebensold Arnaud Bergeron Joshua Greaves Alex Fréchette Carolyne Pelletier Eric Thibodeau-Laufer Sándor Toth Sam Work OffRL 86 2 0 18 Mar 2025
Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation Songjun Tu Jiahao Lin Xiangyu Tian Qichao Zhang Linjing Li ... Nan Xu Wei He Xiangyuan Lan D. Jiang Dongbin Zhao LRM 34 2 0 17 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 66 7 0 16 Mar 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 54 11 0 14 Mar 2025
"Well, Keep Thinking": Enhancing LLM Reasoning with Adaptive Injection Decoding Hyunbin Jin Je Won Yeom Seunghyun Bae Taesup Kim LRM ReLM 37 1 0 13 Mar 2025
LocAgent: Graph-Guided LLM Agents for Code Localization Zhaoling Chen Xiangru Tang Gangda Deng Fang Wu Jialong Wu Zhiwei Jiang Viktor Prasanna Arman Cohan Xingyao Wang LLMAG 79 2 0 12 Mar 2025
SQLCritic: Correcting Text-to-SQL Generation via Clause-wise Critic Jikai Chen 54 0 0 11 Mar 2025
MedAgentsBench: Benchmarking Thinking Models and Agent Frameworks for Complex Medical Reasoning Xiangru Tang Daniel Shao Jiwoong Sohn Jiapeng Chen Jiayi Zhang ... Yilun Zhao Chenglin Wu Wenqi Shi Arman Cohan Mark B. Gerstein AI4MH LRM ELM LM&MA 54 4 0 10 Mar 2025
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models? Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Kaixin Cai ... Yu-Jie Yuan J. Han Lanqing Hong Hang Xu Xiaodan Liang ReLM LRM 49 6 0 08 Mar 2025
Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning Yanjun Chen Yirong Sun Xinghao Chen Jian Wang Xiaoyu Shen W. Li Wei Zhang 3DV LRM 36 1 0 08 Mar 2025
Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models Panatchakorn Anantaprayoon Masahiro Kaneko Naoaki Okazaki LRM KELM 50 0 0 08 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Y. Li LM&Ro LM&MA 68 0 0 07 Mar 2025
LLMs Can Generate a Better Answer by Aggregating Their Own Responses Zichong Li Xinyu Feng Yuheng Cai Zixuan Zhang Tianyi Liu Chen Liang Weizhu Chen Haoyu Wang T. Zhao LRM 43 1 0 06 Mar 2025
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized Formats William Brach Kristián Košťál Michal Ries 77 0 0 04 Mar 2025
CryptoPulse: Short-Term Cryptocurrency Forecasting with Dual-Prediction and Cross-Correlated Market Indicators Amit Kumar Taoran Ji 52 0 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 34 0 0 25 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 31 4 0 24 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 30 2 0 23 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 46 0 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 37 10 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 85 3 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 56 7 0 20 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 64 4 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 72 0 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 77 3 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 36 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 62 1 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 87 8 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 39 0 0 16 Feb 2025
A Self-Supervised Reinforcement Learning Approach for Fine-Tuning Large Language Models Using Cross-Attention Signals Andrew Kiruluta Andreas Lemos Priscilla Burity 36 1 0 14 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 96 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 70 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 58 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 63 3 0 11 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 82 10 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 61 7 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 55 2 0 08 Feb 2025
Optimizing Temperature for Language Models with Multi-Sample Inference Weihua Du Yiming Yang Sean Welleck 44 2 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 62 2 0 05 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 44 7 0 04 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 45 0 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 46 4 0 03 Feb 2025
Learning to Generate Unit Tests for Automated Debugging Archiki Prasad Elias Stengel-Eskin Justin Chih-Yao Chen Zaid Khan Mohit Bansal ELM 66 1 0 03 Feb 2025
Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? Wenzhe Li Yong Lin Mengzhou Xia Chi Jin MoE 59 2 0 02 Feb 2025
ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration Minghang Deng Ashwin Ramachandran Canwen Xu Lanxiang Hu Zhewei Yao Anupam Datta Hao Zhang LMTD 107 1 0 02 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang ELM LRM AI4CE 61 2 0 01 Feb 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 112 0 1 31 Jan 2025