Title
Context-Free Synthetic Data Mitigates Forgetting Parikshit Bansal Sujay Sanghavi CLL 25 0 0 20 May 2025
Can Large Language Models Really Recognize Your Name? Dzung Pham Peter Kairouz Niloofar Mireshghallah Eugene Bagdasarian Chau Minh Pham Amir Houmansadr PILM 18 0 0 20 May 2025
RLVR-World: Training World Models with Reinforcement Learning Jialong Wu Shaofeng Yin Ningya Feng Mingsheng Long OffRL VGen 7 0 0 20 May 2025
DrugPilot: LLM-based Parameterized Reasoning Agent for Drug Discovery Kun Li Zhennan Wu Shoupeng Wang Wenbin Hu LLMAG LM&MA 8 0 0 20 May 2025
Think Only When You Need with Large Hybrid-Reasoning Models Lingjie Jiang Xun Wu Shaohan Huang Qingxiu Dong Zewen Chi Li Dong Xingxing Zhang Tengchao Lv Lei Cui Furu Wei OffRL LRM 12 0 0 20 May 2025
SHARP: Synthesizing High-quality Aligned Reasoning Problems for Large Reasoning Models Reinforcement Learning Xiong Jun Wu Zhenduo Zhang Zujie Wen Zhiqiang Zhang Wang Ren ... C. Chen Deng Zhao Dingnan Jin Qing Cui Jun Zhou LRM 7 0 0 20 May 2025
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation Siddhant Bhambri Upasana Biswas Subbarao Kambhampati 7 0 0 20 May 2025
Reinforcement Learning vs. Distillation: Understanding Accuracy and Capability in LLM Reasoning Minwu Kim Anubhav Shrestha Safal Shrestha Aadim Nepal Keith Ross 7 0 0 20 May 2025
ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations Xuecheng Wu Jiaxing Liu Danlei Huang Xiaoyu Li Yifan Wang Chen Chen Liya Ma Xuezhi Cao Junxiao Xue LRM 7 0 0 20 May 2025
AAPO: Enhance the Reasoning Capabilities of LLMs with Advantage Momentum Jian Xiong Jingbo Zhou Jingyong Ye Dejing Dou LRM 23 0 0 20 May 2025
FLASH-D: FlashAttention with Hidden Softmax Division K. Alexandridis Vasileios Titopoulos G. Dimitrakopoulos 7 0 0 20 May 2025
Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning Jiaer Xia Yuhang Zang Peng Gao Yixuan Li Kaiyang Zhou OffRL ReLM AI4TS VLM LRM 7 0 0 20 May 2025
TransBench: Benchmarking Machine Translation for Industrial-Scale Applications Haijun Li Tianqi Shi Zifu Shang Yuxuan Han Xueyu Zhao ... Longyue Wang Gongbo Tang Weihua Luo Zhao Xu Kaifu Zhang ELM 12 0 0 20 May 2025
General-Reasoner: Advancing LLM Reasoning Across All Domains Xueguang Ma Qian Liu Dongfu Jiang Ge Zhang Z. Ma Wenhu Chen LRM AI4CE 7 0 0 20 May 2025
Improved Methods for Model Pruning and Knowledge Distillation Wei Jiang Anying Fu Youling Zhang VLM 9 0 0 20 May 2025
ContextAgent: Context-Aware Proactive LLM Agents with Open-World Sensory Perceptions Bufang Yang Lilin Xu Liekang Zeng Kaiwei Liu Siyang Jiang Wenrui Lu Hongkai Chen Xiaofan Jiang Guoliang Xing Zhenyu Yan LLMAG 9 0 0 20 May 2025
Let LLMs Break Free from Overthinking via Self-Braking Tuning Haoran Zhao Yuchen Yan Yongliang Shen Haolei Xu Wenqi Zhang Kaitao Song Jian Shao Weiming Lu Jun Xiao Yueting Zhuang LRM 9 0 0 20 May 2025
SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment Wonje Jeung Sangyeon Yoon Minsuk Kahng Albert No LRM LLMSV 12 0 0 20 May 2025
LEXam: Benchmarking Legal Reasoning on 340 Law Exams Yu Fan Jingwei Ni Jakob Merane Etienne Salimbeni Yang Tian ... Mrinmaya Sachan Alexander Stremitzer Christoph Engel Elliott Ash Joel Niklaus AILaw ELM 26 0 0 19 May 2025
IDEAL: Data Equilibrium Adaptation for Multi-Capability Language Model Alignment Chenlin Ming Chendi Qu Mengzhang Cai Qizhi Pei Zhuoshi Pan Yu Li Xiaoming Duan Lijun Wu Zeang Sheng 12 0 0 19 May 2025
Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Xiaoyu Yang Jie Lu En Yu 12 0 0 19 May 2025
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation Haiquan Wen Yiwei He Zhenglin Huang Tianxiao Li Zihan YU Xingru Huang Lu Qi Baoyuan Wu Xuelong Li Guangliang Cheng VGen 9 0 0 19 May 2025
On-Policy Optimization with Group Equivalent Preference for Multi-Programming Language Understanding Haoyuan Wu Rui Ming Jilong Gao Hangyu Zhao Xueyi Chen Yikai Yang Haisheng Zheng Zhuolun He Bei Yu 16 0 0 19 May 2025
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning Qiguang Chen Libo Qin Jinhao Liu Yue Liao Jiaqi Wang Jingxuan Zhou Wanxiang Che LRM 12 0 0 19 May 2025
ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL Yaxun Dai Wenxuan Xie Xialie Zhuang Tianyu Yang Yiying Yang Haiqin Yang Yuhang Zhao Pingfu Chao Wenhao Jiang ReLM LRM 27 0 0 19 May 2025
Ineq-Comp: Benchmarking Human-Intuitive Compositional Reasoning in Automated Theorem Proving on Inequalities Haoyu Zhao Yihan Geng Shange Tang Yong Lin Bohan Lyu Hongzhou Lin Chi Jin Sanjeev Arora 9 0 0 19 May 2025
Optimizing Retrieval Augmented Generation for Object Constraint Language Kevin Chenhao Li Vahid Zolfaghari Nenad Petrovic Fengjunjie Pan Alois Knoll 2 0 0 19 May 2025
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO Yicheng Xiao Lin Song Yukang Chen Yingmin Luo Y. Chen Yukang Gan Wei Huang Xiu Li Xiaojuan Qi Ying Shan LRM 17 0 0 19 May 2025
CoIn: Counting the Invisible Reasoning Tokens in Commercial Opaque LLM APIs Guoheng Sun Ziyao Wang Bowei Tian Meng Liu Zheyu Shen Shwai He Yexiao He Wanghao Ye Yiting Wang Ang Li LRM 7 0 0 19 May 2025
ToTRL: Unlock LLM Tree-of-Thoughts Reasoning Potential through Puzzles Solving Haoyuan Wu Xueyi Chen Rui Ming Jilong Gao Shoubo Hu Zhuolun He Bei Yu LRM 24 0 0 19 May 2025
Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective Zhongxiang Sun Qipeng Wang Haoyu Wang Xiao Zhang Jun Xu HILM LRM 9 0 0 19 May 2025
R3: Robust Rubric-Agnostic Reward Models David Anugraha Zilu Tang Lester James V. Miranda Hanyang Zhao Mohammad Rifqi Farhansyah Garry Kuwanto Derry Wijaya Genta Indra Winata 16 0 0 19 May 2025
R1dacted: Investigating Local Censorship in DeepSeek's R1 Language Model Ali Naseh Harsh Chaudhari Jaechul Roh Mingshi Wu Alina Oprea Amir Houmansadr AAML ELM 12 0 0 19 May 2025
Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space Hengli Li Chenxi Li Tong Wu Xuekai Zhu Yuxuan Wang ... Eric Hanchen Jiang Song-Chun Zhu Zixia Jia Ying Nian Wu Zilong Zheng LRM 12 0 0 19 May 2025
Shadow-FT: Tuning Instruct via Base Taiqiang Wu Runming Yang Jiayi Li Pengfei Hu Ngai Wong Yujiu Yang 12 0 0 19 May 2025
Optimizing Anytime Reasoning via Budget Relative Policy Optimization Penghui Qi Zichen Liu Tianyu Pang Chao Du W. Lee Min Lin OffRL LRM 12 0 0 19 May 2025
Thinking Short and Right Over Thinking Long: Serving LLM Reasoning Efficiently and Accurately Yuhang Wang Youhe Jiang Bin Cui Fangcheng Fu LRM 7 0 0 19 May 2025
MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix Ziyang Ma Yinghao Ma Yanqiao Zhu Chen Yang Yi-Wen Chao ... Wei Xue Emmanouil Benetos Kai Yu Eng Siong Chng Xie Chen AuLLM LRM 12 0 0 19 May 2025
J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization Austin Xu Yilun Zhou Xuan-Phi Nguyen Caiming Xiong Shafiq Joty ELM LRM 7 0 0 19 May 2025
Ice Cream Doesn't Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference Jin Du Li Chen Xun Xian An Luo Fangqiao Tian Ganghua Wang Charles Doss Xiaotong Shen Jie Ding CML ELM 8 0 0 19 May 2025
RL in Name Only? Analyzing the Structural Assumptions in RL post-training for LLMs Soumya Rani Samineni Durgesh Kalwar Karthik Valmeekam Kaya Stechly Subbarao Kambhampati OffRL 4 0 0 19 May 2025
Thinkless: LLM Learns When to Think Gongfan Fang Xinyin Ma Xinchao Wang LLMAG OffRL ReLM LRM 6 0 0 19 May 2025
AdaptThink: Reasoning Models Can Learn When to Think J. Zhang Nianyi Lin Lei Hou Ling Feng Juanzi Li OffRL LRM 2 0 0 19 May 2025
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 7 0 0 18 May 2025
UFO-RL: Uncertainty-Focused Optimization for Efficient Reinforcement Learning Data Selection Yang Zhao Kai Xiong Xiao Ding Li Du YangouOuyang ... Feiyu Xiong Bin Liu Dong Hu Bing Qin Ting Liu OffRL 7 0 0 18 May 2025
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images? Maoyuan Ye Jing Zhang Juhua Liu Bo Du Dacheng Tao LRM 4 0 0 18 May 2025
Observe-R1: Unlocking Reasoning Abilities of MLLMs with Dynamic Progressive Reinforcement Learning Zirun Guo Minjie Hong Tao Jin OffRL LRM 12 0 0 18 May 2025
Reward Inside the Model: A Lightweight Hidden-State Reward Model for LLM's Best-of-N sampling Jizhou Guo Zhaomin Wu Philip S. Yu 4 0 0 18 May 2025
ChemPile: A 250GB Diverse and Curated Dataset for Chemical Foundation Models Adrian Mirza Nawaf Alampara Martiño Ríos-García Mohamed Abdelalim Jack Butler ... Mark Worrall Adamo Young Philippe Schwaller Michael Pieler Kevin Maik Jablonka 9 0 0 18 May 2025
SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Minghan Chen Guikun Chen Wenguan Wang Yi Yang 17 0 0 18 May 2025