Title
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators Yilun Zhou Austin Xu Peifeng Wang Caiming Xiong Shafiq R. Joty ELM ALM LRM 50 2 0 21 Apr 2025
Think Deep, Think Fast: Investigating Efficiency of Verifier-free Inference-time-scaling Methods Junlin Wang Shang Zhu Jon Saad-Falcon Ben Athiwaratkun Qingyang Wu Jue Wang S. Song Ce Zhang Bhuwan Dhingra James Y. Zou LRM 43 1 0 18 Apr 2025
Clarifying Ambiguities: on the Role of Ambiguity Types in Prompting Methods for Clarification Generation Anfu Tang Laure Soulier Vincent Guigue LRM 79 0 0 16 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 122 0 0 15 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 142 0 0 15 Apr 2025
Weight Ensembling Improves Reasoning in Language Models Xingyu Dang Christina Baek Kaiyue Wen Zico Kolter Aditi Raghunathan MoMe LRM 63 1 0 14 Apr 2025
Executable Functional Abstractions: Inferring Generative Programs for Advanced Math Problems Zaid Khan Elias Stengel-Eskin Archiki Prasad Jaemin Cho Mohit Bansal 29 0 0 14 Apr 2025
Using LLMs for Analyzing AIS Data Gaspard Mertends Gilles Dejaegere Mahmoud Sakr 36 0 0 10 Apr 2025
ShadowCoT: Cognitive Hijacking for Stealthy Reasoning Backdoors in LLMs Gejian Zhao Hanzhou Wu Xinpeng Zhang Athanasios V. Vasilakos LRM 38 1 0 08 Apr 2025
Debate Only When Necessary: Adaptive Multiagent Collaboration for Efficient LLM Reasoning Sugyeong Eo Hyeonseok Moon Evelyn Hayoon Zi Chanjun Park Heuiseok Lim LLMAG 44 1 0 07 Apr 2025
Building LLM Agents by Incorporating Insights from Computer Systems Yapeng Mi Zhi Gao Xiaojian Ma Qing Li LLMAG 41 0 0 06 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Z. Chen Z. Z. Ren Maarten de Rijke 36 0 0 05 Apr 2025
Universal Collection of Euclidean Invariants between Pairs of Position-Orientations Gijs Bellaard B. Smets R. Duits 59 0 0 04 Apr 2025
CoLa -- Learning to Interactively Collaborate with Large LMs Abhishek Sharma Dan Goldwasser LLMAG SyDa 58 0 0 03 Apr 2025
Affordable AI Assistants with Knowledge Graph of Thoughts Maciej Besta Lorenzo Paleari Jia Hao Andrea Jiang Robert Gerstenberger You Wu ... Jón Gunnar Hannesson Grzegorz Kwa'sniewski Marcin Copik H. Niewiadomski Torsten Hoefler LLMAG RALM 142 0 0 03 Apr 2025
Generative Evaluation of Complex Reasoning in Large Language Models Haowei Lin X. Wang Ruilin Yan Baizhou Huang Haotian Ye Jianhua Zhu Zihao Wang James Y. Zou Jianzhu Ma Yitao Liang ReLM ELM LRM 148 0 0 03 Apr 2025
Hawkeye:Efficient Reasoning with Model Collaboration Jianshu She Z. Li Zhemin Huang Qi Li Peiran Xu Haonan Li Qirong Ho LRM 58 1 0 01 Apr 2025
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute Jianhao Chen Zishuo Xun Bocheng Zhou Han Qi Qiaosheng Zhang ... Wei Hu Yuzhong Qu W. Ouyang Wanli Ouyang Shuyue Hu 74 0 0 01 Apr 2025
Improved Visual-Spatial Reasoning via R1-Zero-Like Training Zhenyi Liao Qingsong Xie Yanhao Zhang Zijian Kong Haonan Lu Zhenyu Yang Zhijie Deng ReLM VLM LRM 101 0 1 01 Apr 2025
Brains vs. Bytes: Evaluating LLM Proficiency in Olympiad Mathematics Hamed Mahdavi Alireza Hashemi Majid Daliri Pegah Mohammadipour Alireza Farhadi Samira Malek Yekta Yazdanifard Amir Khasahmadi V. Honavar ELM LRM 52 1 0 01 Apr 2025
HRET: A Self-Evolving LLM Evaluation Toolkit for Korean Hanwool Albert Lee Soo Yong Kim Dasol Choi Sangwon Baek Seunghyeok Hong Ilgyun Jeong Inseon Hwang Naeun Lee Guijin Son VLM 43 0 0 29 Mar 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 56 0 0 28 Mar 2025
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation Jiakai Tang Sunhao Dai Teng Shi Jun Xu X. Chen Wen Chen Wu Jian Yuning Jiang LRM 63 5 0 28 Mar 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 74 0 0 26 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 74 26 0 20 Mar 2025
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 56 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 78 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 49 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 89 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 50 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 89 8 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 67 11 0 14 Mar 2025
Cognitive-Mental-LLM: Evaluating Reasoning in Large Language Models for Mental Health Prediction via Online Text Avinash Patil Amardeep Kour Gedhu AI4MH LRM 38 1 0 13 Mar 2025
"Well, Keep Thinking": Enhancing LLM Reasoning with Adaptive Injection Decoding Hyunbin Jin Je Won Yeom Seunghyun Bae Taesup Kim LRM ReLM 40 1 0 13 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Ziyu Wan Yunxiang Li Y. Song Hanjing Wang Linyi Yang Mark W. Schmidt J. Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 84 6 0 12 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 91 3 0 12 Mar 2025
SQLCritic: Correcting Text-to-SQL Generation via Clause-wise Critic Jikai Chen 65 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 62 4 0 10 Mar 2025
Think Before You Segment: High-Quality Reasoning Segmentation with GPT Chain of Thoughts Shiu-hong Kao Yu-Wing Tai Chi-Keung Tang LRM MLLM 56 0 0 10 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 64 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
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 62 6 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 87 1 0 07 Mar 2025
Efficient Algorithms for Verifying Kruskal Rank in Sparse Linear Regression and Related Applications Fengqin Zhou 50 3 0 06 Mar 2025
ReasonGraph: Visualisation of Reasoning Paths Zongqian Li Ehsan Shareghi Nigel Collier LRM 47 0 0 06 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 50 1 0 06 Mar 2025
From Voice to Safety: Language AI Powered Pilot-ATC Communication Understanding for Airport Surface Movement Collision Risk Assessment Yutian Pang Andrew Paul Kendall Alex Porcayo Mariah Barsotti Anahita Jain John-Paul Clarke 46 0 0 06 Mar 2025
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized Formats William Brach Kristián Košťál Michal Ries 177 0 0 04 Mar 2025
Self-Training Elicits Concise Reasoning in Large Language Models Tergel Munkhbat Namgyu Ho S. Kim Yongjin Yang Yujin Kim Se-Young Yun ReLM LRM 54 10 0 27 Feb 2025
CryptoPulse: Short-Term Cryptocurrency Forecasting with Dual-Prediction and Cross-Correlated Market Indicators Amit Kumar Taoran Ji 60 0 0 26 Feb 2025