Title
Improved Methods for Model Pruning and Knowledge Distillation Wei Jiang Anying Fu Youling Zhang VLM 7 0 0 20 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
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
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
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
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
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
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
Shadow-FT: Tuning Instruct via Base Taiqiang Wu Runming Yang Jiayi Li Pengfei Hu Ngai Wong Yujiu Yang 12 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
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
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
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
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
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
SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Minghan Chen Guikun Chen Wenguan Wang Yi Yang 12 0 0 18 May 2025
SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning Yang Liu Ming Ma Xiaomin Yu Pengxiang Ding Han Zhao Mingyang Sun Siteng Huang Donglin Wang LRM 20 0 0 18 May 2025
Enhancing Visual Grounding for GUI Agents via Self-Evolutionary Reinforcement Learning Xinbin Yuan Jian Zhang K. Li Zhuoxuan Cai Lujian Yao ... Enguang Wang Qibin Hou Jinwei Chen Peng-Tao Jiang Bo Li 7 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
DisCO: Reinforcing Large Reasoning Models with Discriminative Constrained Optimization Gang Li Ming Lin Tomer Galanti Zhengzhong Tu Tianbao Yang 9 0 0 18 May 2025
A Survey of Attacks on Large Language Models Wenrui Xu Keshab K. Parhi AAML ELM 14 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
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 7 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 7 0 0 18 May 2025
Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Credit Assignment Siliang Zeng Quan Wei William Brown Oana Frunza Yuriy Nevmyvaka Mingyi Hong LRM 12 0 0 17 May 2025
CorBenchX: Large-Scale Chest X-Ray Error Dataset and Vision-Language Model Benchmark for Report Error Correction Jing Zou Qingqiu Li Chenyu Lian Lihao Liu Xiaohan Yan Shujun Wang Jing Qin VLM 2 0 0 17 May 2025
VeriReason: Reinforcement Learning with Testbench Feedback for Reasoning-Enhanced Verilog Generation Yiting Wang Guoheng Sun Wanghao Ye Gang Qu Ang Li OffRL 3DV LRM VLM 12 0 0 17 May 2025
Search-Based Correction of Reasoning Chains for Language Models Minsu Kim Jean-Pierre Falet Oliver E. Richardson Xiaoyin Chen Moksh Jain Sungjin Ahn Sungsoo Ahn Yoshua Bengio KELM ReLM LRM 9 0 0 17 May 2025
Video-SafetyBench: A Benchmark for Safety Evaluation of Video LVLMs Xuannan Liu Zekun Li Zheqi He Peipei Li Shuhan Xia Xing Cui Huaibo Huang Xi Yang Ran He EGVM AAML 23 0 0 17 May 2025
When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research Guijin Son Jiwoo Hong Honglu Fan Heejeong Nam Hyunwoo Ko ... Jinyeop Song Jinha Choi Gonçalo Paulo Youngjae Yu Stella Biderman 7 0 0 17 May 2025
Enhancing Complex Instruction Following for Large Language Models with Mixture-of-Contexts Fine-tuning Yuheng Lu ZiMeng Bai Caixia Yuan Huixing Jiang Xiaojie Wang LRM 7 0 0 17 May 2025
Reasoning Large Language Model Errors Arise from Hallucinating Critical Problem Features Alex Heyman Joel Zylberberg ReLM HILM LRM 2 0 0 17 May 2025
TinyRS-R1: Compact Multimodal Language Model for Remote Sensing Aybora Koksal A. Aydin Alatan LRM 7 0 0 17 May 2025
IQBench: How "Smart'' Are Vision-Language Models? A Study with Human IQ Tests Tan-Hanh Pham Phu-Vinh Nguyen Dang The Hung Bui Trong Duong Vu Nguyen Thanh Chris Ngo Tri Truong Truong-Son Hy ReLM CoGe VLM LRM 7 0 0 17 May 2025
Evaluating the Logical Reasoning Abilities of Large Reasoning Models Hanmeng Liu Yiran Ding Zhizhang Fu Chaoli Zhang Xiaozhang Liu Yue Zhang ELM LRM 2 0 0 17 May 2025
CoT-Vid: Dynamic Chain-of-Thought Routing with Self Verification for Training-Free Video Reasoning Hongbo Jin Ruyang Liu Wenhao Zhang Guibo Luo Ge Li LRM 4 0 0 17 May 2025
LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation Jiarui Wang Huiyu Duan Ziheng Jia Yu Zhao Woo Yi Yang ... Z. Chen Juntong Wang Yuke Xing Guangtao Zhai Xiongkuo Min VGen 12 0 0 17 May 2025
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement Learning Yuqi Liu Tianyuan Qu Zhisheng Zhong Bohao Peng Shu Liu Bei Yu Jiaya Jia VLM LRM 25 0 0 17 May 2025
Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission Seungeun Oh Jinhyuk Kim Jihong Park Seung-Woo Ko Jinho Choi Tony Q. S. Quek Seong-Lyun Kim 9 0 0 17 May 2025
OneTwoVLA: A Unified Vision-Language-Action Model with Adaptive Reasoning Fanqi Lin Ruiqian Nai Yingdong Hu Jiacheng You Junming Zhao Yang Gao LRM 4 0 0 17 May 2025
PeerGuard: Defending Multi-Agent Systems Against Backdoor Attacks Through Mutual Reasoning Falong Fan Xi Li LLMAG AAML 10 0 0 16 May 2025
Audio Turing Test: Benchmarking the Human-likeness of Large Language Model-based Text-to-Speech Systems in Chinese Xueliang Wang Ziyi Zhao Siyu Ren Shao Zhang Song Li ... Lin Qiu Guanglu Wan Xuezhi Cao Xunliang Cai Weinan Zhang ALM 32 0 0 16 May 2025
MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation Zhenwen Liang Linfeng Song Yang Li Tao Yang Feng Zhang Haitao Mi Dong Yu LRM 17 0 0 16 May 2025
Spectral Policy Optimization: Coloring your Incorrect Reasoning in GRPO Peter Chen Xiaopeng Li Zhiyu Li Xi Chen Tianyi Lin 9 0 0 16 May 2025
On Next-Token Prediction in LLMs: How End Goals Determine the Consistency of Decoding Algorithms Jacob Trauger Ambuj Tewari 17 0 0 16 May 2025
Can Global XAI Methods Reveal Injected Bias in LLMs? SHAP vs Rule Extraction vs RuleSHAP Francesco Sovrano 22 0 0 16 May 2025
Visual Planning: Let's Think Only with Images Yi Xu Chengzu Li Han Zhou Xingchen Wan Caiqi Zhang Anna Korhonen Ivan Vulić LM&Ro LRM 17 0 0 16 May 2025
SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao BDL LRM 17 0 0 16 May 2025
Disentangling Reasoning and Knowledge in Medical Large Language Models Rahul Thapa Qingyang Wu Kevin Wu Harrison Zhang Angela Zhang ... Joseph Boen Shriya Reddy Ben Athiwaratkun Shuaiwen Leon Song James Zou ELM AI4MH LM&MA LRM 25 0 0 16 May 2025
Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL Songjun Tu Jiahao Lin Qichao Zhang Xiangyu Tian Linjing Li Xiangyuan Lan Dongbin Zhao OffRL ReLM LRM 21 0 0 16 May 2025