Title
SweRank: Software Issue Localization with Code Ranking R. Reddy Tarun Suresh JaeHyeok Doo Yang Liu Xuan-Phi Nguyen Yingbo Zhou Semih Yavuz Caiming Xiong Heng Ji Shafiq Joty 77 0 0 07 May 2025
Towards conversational assistants for health applications: using ChatGPT to generate conversations about heart failure Anuja Tayal Devika Salunke Barbara Di Eugenio Paula Allen-Meares Eulalia P Abril Olga Garcia-Bedoya Carolyn Dickens Andrew D. Boyd LM&MA AI4MH 74 0 0 06 May 2025
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering Jihao Zhao Chunlai Zhou Biao Qin 115 0 0 05 May 2025
Recursive Decomposition with Dependencies for Generic Divide-and-Conquer Reasoning Sergio Hernández-Gutiérrez Minttu Alakuijala Alexander Nikitin Pekka Marttinen LRM 110 2 0 05 May 2025
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery Yoel Zimmermann Adib Bazgir Alexander H Al-Feghali Mehrad Ansari L. C. Brinson ... Shang Zhu Jan Janssen Calvin Li Ian Foster Ben Blaiszik 167 1 0 05 May 2025
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models Zhouliang Yu Ruotian Peng Keyi Ding Yiming Li Zhongyuan Peng ... Huajian Xin Wenjie Huang Yandong Wen Ge Zhang Weiyang Liu LRM 379 2 0 05 May 2025
Multi-agents based User Values Mining for Recommendation Lawrence Yunliang Chen Wei Yuan Tong Chen Xiangyu Zhao Nguyen Quoc Viet Hung Hongzhi Yin OffRL 131 0 0 02 May 2025
On the generalization of language models from in-context learning and finetuning: a controlled study Andrew Kyle Lampinen Arslan Chaudhry Stephanie Chan Cody Wild Diane Wan Alex Ku Jorg Bornschein Razvan Pascanu Murray Shanahan James L. McClelland 175 5 0 01 May 2025
Visual Test-time Scaling for GUI Agent Grounding Tiange Luo Lajanugen Logeswaran Justin Johnson Honglak Lee 111 0 0 01 May 2025
SmallPlan: Leverage Small Language Models for Sequential Path Planning with Simulation-Powered, LLM-Guided Distillation Quang P.M. Pham Khoi T.N. Nguyen Nhi H. Doan Cuong Pham Kentaro Inui Dezhen Song 319 0 0 01 May 2025
When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Md Fahim Anjum LRM 130 0 0 30 Apr 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Chong Chen Jiadong Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 212 8 0 30 Apr 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Jingyang Yi Jiazheng Wang Sida Li ReLM OODD LRM 430 8 0 30 Apr 2025
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets Adam Younsi Abdalgader Abubaker M. Seddik Hakim Hacid Salem Lahlou LRM 237 1 0 28 Apr 2025
BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text Jiageng Wu Bowen Gu Ren Zhou Kevin Xie Doug Snyder ... Siyang Song Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 193 2 0 28 Apr 2025
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers Dylan Bouchard Mohit Singh Chauhan HILM 153 0 0 27 Apr 2025
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning Jiaqi Chen Bang Zhang Ruotian Ma Peisong Wang Xiaodan Liang Zhaopeng Tu Xuzhao Li Kwan-Yee K. Wong LLMAG ReLM LRM 158 5 0 27 Apr 2025
AI Awareness Xianrui Li Haoyuan Shi Rongwu Xu Wei Xu 133 0 0 25 Apr 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning Josefa Lia Stoisser Marc Boubnovski Martell Julien Fauqueur LMTD ReLM AI4TS LRM 171 0 0 23 Apr 2025
Process Reward Models That Think Muhammad Khalifa Rishabh Agarwal Lajanugen Logeswaran Jaekyeom Kim Hao Peng Moontae Lee Honglak Lee Lu Wang OffRL ALM LRM 143 9 0 23 Apr 2025
PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models Shi Qiu Shaoyang Guo Zhuo-Yang Song Yizhou Sun Zeyu Cai ... Ming-xing Luo Muhan Zhang Yaodong Yang Muhan Zhang Hua Xing Zhu AIMat LRM 132 9 0 22 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Li Sheng Li Sheng Xuekai Zhu ... Youbang Sun Zhiyuan Ma Lifan Yuan Ning Ding Bowen Zhou OffRL 419 31 0 22 Apr 2025
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 Joty ELM ALM LRM 174 5 0 21 Apr 2025
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation Jiajun Shen Tong Zhou Yubo Chen Delai Qiu Shengping Liu Kang Liu Jun Zhao HILM RALM 126 0 0 21 Apr 2025
Clarifying Ambiguities: on the Role of Ambiguity Types in Prompting Methods for Clarification Generation Anfu Tang Laure Soulier Vincent Guigue LRM 181 0 0 16 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 422 13 0 15 Apr 2025
ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search Yize Zhang Tianshu Wang Sirui Chen Kun Wang Xingyu Zeng Hongyu Lin Jia Zheng Le Sun Chaochao Lu LRM 78 0 0 15 Apr 2025
Offline Learning and Forgetting for Reasoning with Large Language Models Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 476 1 0 15 Apr 2025
Weight Ensembling Improves Reasoning in Language Models Xingyu Dang Christina Baek Kaiyue Wen Zico Kolter Aditi Raghunathan MoMe LRM 117 4 0 14 Apr 2025
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection MingShan Liu Shi Bo LRM 67 4 0 13 Apr 2025
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution Chenghao Li Chaoning Zhang Yi Lu Jing Zhang Qigan Sun X. Wang Jiwei Wei Guoqing Wang Yang Yang Jikang Cheng LRM 146 2 0 13 Apr 2025
TALE: A Tool-Augmented Framework for Reference-Free Evaluation of Large Language Models Sher Badshah Ali Emami Hassan Sajjad LLMAG ELM 101 0 0 10 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement Xinze Wang Zhiyong Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM LRM VLM 217 19 0 10 Apr 2025
Using LLMs for Analyzing AIS Data Gaspard Mertends Gilles Dejaegere Mahmoud Sakr 173 0 0 10 Apr 2025
BiasCause: Evaluate Socially Biased Causal Reasoning of Large Language Models Tian Xie Tongxin Yin Vaishakh Keshava Xueru Zhang Siddhartha Reddy Jonnalagadda ELM LRM 124 0 0 08 Apr 2025
ShadowCoT: Cognitive Hijacking for Stealthy Reasoning Backdoors in LLMs Gejian Zhao Hanzhou Wu Xinpeng Zhang Athanasios V. Vasilakos LRM 81 4 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 123 2 0 07 Apr 2025
AI for Climate Finance: Agentic Retrieval and Multi-Step Reasoning for Early Warning System Investments S. Vaghefi Aymane Hachcham Veronica Grasso Jiska Manicus Nakiete Msemo Chiara Colesanti-Senni Markus Leippold 70 0 0 07 Apr 2025
Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models Adrián Bazaga Rexhina Blloshmi Bill Byrne Adria de Gispert ReLM LRM 101 1 0 07 Apr 2025
Building LLM Agents by Incorporating Insights from Computer Systems Yapeng Mi Zhi Gao Xiaojian Ma Qing Li LLMAG 127 0 0 06 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Zhongfu Chen Zhaochun Ren Maarten de Rijke 260 0 0 05 Apr 2025
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 129 1 0 05 Apr 2025
Universal Collection of Euclidean Invariants between Pairs of Position-Orientations Gijs Bellaard B. Smets R. Duits 131 0 0 04 Apr 2025
Generative Evaluation of Complex Reasoning in Large Language Models Haowei Lin Xiang Wang Ruilin Yan Baizhou Huang Haotian Ye Jianhua Zhu Zihao Wang James Zou Jianzhu Ma Yitao Liang ReLM ELM LRM 449 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 ... Torsten Hoefler Grzegorz Kwa'sniewski Marcin Copik H. Niewiadomski Torsten Hoefler LLMAG RALM 523 0 0 03 Apr 2025
Style over Substance: Distilled Language Models Reason Via Stylistic Replication Philip Lippmann Jie Yang LRM 171 0 0 02 Apr 2025
Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding Sakhinana Sagar Srinivas Akash Das Shivam Gupta Venkataramana Runkana OffRL 122 1 0 02 Apr 2025
InfiniteICL: Breaking the Limit of Context Window Size via Long Short-term Memory Transformation Bowen Cao Deng Cai W. Lam CLL 101 1 0 02 Apr 2025
On the Role of Feedback in Test-Time Scaling of Agentic AI Workflows Souradip Chakraborty Mohammadreza Pourreza Ruoxi Sun Yiwen Song Nino Scherrer ... Furong Huang Amrit Singh Bedi Ahmad Beirami Hamid Palangi Tomas Pfister 129 2 0 02 Apr 2025
AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems Y. Yang Huacan Chai Shuai Shao Yangqiu Song Siyuan Qi Renting Rui Weinan Zhang AIFin 130 6 0 01 Apr 2025