Title
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language Models Nicolas Baumann Cheng Hu Paviththiren Sivasothilingam Haotong Qin Lei Xie Michele Magno Luca Benini 37 1 0 15 Apr 2025
Mathematical Capabilities of Large Language Models in Finnish Matriculation Examination Mika Setälä Pieta Sikström Ville Heilala T. Karkkainen ELM LRM 38 1 0 15 Apr 2025
Kimina-Prover Preview: Towards Large Formal Reasoning Models with Reinforcement Learning Haiming Wang Mert Unsal Xiaohan Lin Mantas Baksys Jiaheng Liu ... Zhouliang Yu Zhendong Wang Zhilin Yang Zhengying Liu Jia-Nan Li AIMat ReLM AI4TS LRM 64 8 0 15 Apr 2025
Xpose: Bi-directional Engineering for Hidden Query Extraction Ahana Pradhan Jayant Haritsa 24 0 0 15 Apr 2025
Training Small Reasoning LLMs with Cognitive Preference Alignment Wenrui Cai Chengyu Wang Junbing Yan Jun Huang Xiangzhong Fang LRM 29 1 0 14 Apr 2025
PestMA: LLM-based Multi-Agent System for Informed Pest Management Hongrui Shi Shunbao Li Zhipeng Yuan Po Yang LLMAG 51 0 0 14 Apr 2025
Can LLMs Classify CVEs? Investigating LLMs Capabilities in Computing CVSS Vectors Francesco Marchiori Denis Donadel Mauro Conti 31 0 0 14 Apr 2025
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models Junxiong Wang Wen-Ding Li Daniele Paliotta Daniel Ritter Alexander M. Rush Tri Dao LRM 40 0 0 14 Apr 2025
MIEB: Massive Image Embedding Benchmark Chenghao Xiao Isaac Chung Imene Kerboua Jamie Stirling Xin Zhang Márton Kardos Roman Solomatin Noura Al Moubayed Kenneth C. Enevoldsen Niklas Muennighoff VLM 42 0 0 14 Apr 2025
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Yang Shi Jiaheng Liu Yushuo Guan Zhikai Wu Yuyao Zhang ... Bohan Zeng Wei Zhang Fuzheng Zhang Wenjing Yang Di Zhang VGen VLM 76 0 0 14 Apr 2025
RealSafe-R1: Safety-Aligned DeepSeek-R1 without Compromising Reasoning Capability Yuanhang Zhang Zihao Zeng Dongbai Li Yao Huang Zhijie Deng Yinpeng Dong LRM 45 5 0 14 Apr 2025
SocioVerse: A World Model for Social Simulation Powered by LLM Agents and A Pool of 10 Million Real-World Users Xuzhi Zhang Jiayu Lin Xinyi Mou Shiyue Yang Xiawei Liu ... Jiebo Luo Shiping Tang Libo Wu Baohua Zhou Zhongyu Wei LLMAG 54 3 0 14 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 56 12 0 14 Apr 2025
Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models Thilo Hagendorff Sarah Fabi ReLM ELM LRM 50 0 0 14 Apr 2025
EMAFusion: A Self-Optimizing System for Seamless LLM Selection and Integration Soham Shah Kumar Shridhar Surojit Chatterjee Souvik Sen 42 0 0 14 Apr 2025
Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning Can Jin Hongwu Peng Qixin Zhang Yujin Tang Dimitris Metaxas Tong Che LLMAG LRM 241 3 0 14 Apr 2025
Heimdall: test-time scaling on the generative verification Wenlei Shi Xing Jin LRM 35 2 0 14 Apr 2025
(How) Do reasoning models reason? S. Kambhampati Kaya Stechly Karthik Valmeekam ReLM ELM LRM AI4CE 69 1 0 14 Apr 2025
CameraBench: Benchmarking Visual Reasoning in MLLMs via Photography I-Sheng Fang Jun-Cheng Chen LRM VLM 32 0 0 14 Apr 2025
Reasoning without Regret Tarun Chitra OffRL LRM 45 0 0 14 Apr 2025
Understanding and Optimizing Multi-Stage AI Inference Pipelines Abhimanyu Bambhaniya Hanjiang Wu Suvinay Subramanian Sudarshan Srinivasan Souvik Kundu Amir Yazdanbakhsh Suvinay Subramanian Madhu Kumar Tushar Krishna 237 0 0 14 Apr 2025
Weight Ensembling Improves Reasoning in Language Models Xingyu Dang Christina Baek Kaiyue Wen Zico Kolter Aditi Raghunathan MoMe LRM 65 1 0 14 Apr 2025
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning Xingjian Zhang Siwei Wen Wenjun Wu Lei Huang LRM 45 3 0 13 Apr 2025
ClinicalGPT-R1: Pushing reasoning capability of generalist disease diagnosis with large language model Wuyang Lan Wenzheng Wang Changwei Ji Guoxing Yang Y. Zhang Xiaohong Liu Song Wu Guangyu Wang LM&MA ELM LRM AI4MH 61 0 0 13 Apr 2025
DUMP: Automated Distribution-Level Curriculum Learning for RL-based LLM Post-training Zhenting Wang Guofeng Cui Kun Wan Wentian Zhao 40 1 0 13 Apr 2025
Leveraging Reasoning Model Answers to Enhance Non-Reasoning Model Capability Haotian Wang Han Zhao Shuaiting Chen Xiaoyu Tian Sitong Zhao Yunjie Ji Yiping Peng Xiangang Li ReLM LRM 59 0 0 13 Apr 2025
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time Wang Yang Xiang Yue V. Chaudhary Xiaotian Han ReLM LRM 78 3 0 12 Apr 2025
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks Jian Wu Hao Yang Xinhua Zeng Guibing He Zhengzhang Chen Zhu Li Xinming Zhang Yangyang Ma Run Fang Yang Liu LRM 187 0 0 12 Apr 2025
A Short Survey on Small Reasoning Models: Training, Inference, Applications and Research Directions Chengyu Wang Taolin Zhang Richang Hong Jun Huang ReLM LRM 50 1 0 12 Apr 2025
SortBench: Benchmarking LLMs based on their ability to sort lists Steffen Herbold RALM LRM 50 0 0 11 Apr 2025
GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation Tianwei Xiong Jun Hao Liew Zilong Huang Jiashi Feng Xihui Liu 41 0 0 11 Apr 2025
ML For Hardware Design Interpretability: Challenges and Opportunities Raymond Baartmans Andrew Ensinger Victor Agostinelli Lizhong Chen 42 0 0 11 Apr 2025
Playpen: An Environment for Exploring Learning Through Conversational Interaction Nicola Horst Davide Mazzaccara Antonia Schmidt Michael Sullivan Filippo Momentè ... Alexander Koller Oliver Lemon David Schlangen Mario Giulianelli Alessandro Suglia OffRL 44 0 0 11 Apr 2025
Large Language Models as Span Annotators Zdeněk Kasner Vilém Zouhar Patrícia Schmidtová Ivan Kartáč Kristýna Onderková Ondřej Plátek Dimitra Gkatzia Saad Mahamood Ondrej Dusek Simone Balloccu ALM 47 0 0 11 Apr 2025
The KL3M Data Project: Copyright-Clean Training Resources for Large Language Models Michael J Bommarito II Jillian Bommarito Daniel Martin Katz AILaw 63 0 0 10 Apr 2025
DeepGreen: Effective LLM-Driven Green-washing Monitoring System Designed for Empirical Testing -- Evidence from China Congluo Xu Yu Miao Yiling Xiao Chengmengjia Lin 31 0 0 10 Apr 2025
Kimi-VL Technical Report Kimi Team Angang Du B. Yin Bowei Xing Bowen Qu ... Zhiqi Huang Zihao Huang Zijia Zhao Zhengzhang Chen Zongyu Lin MLLM VLM MoE 219 5 0 10 Apr 2025
Echo Chamber: RL Post-training Amplifies Behaviors Learned in Pretraining Rosie Zhao Alexandru Meterez Sham Kakade Cengiz Pehlevan Samy Jelassi Eran Malach ReLM LRM 201 2 0 10 Apr 2025
Model Utility Law: Evaluating LLMs beyond Performance through Mechanism Interpretable Metric Yixin Cao Jiahao Ying Yansen Wang Xipeng Qiu Xuanjing Huang Yugang Jiang ELM 46 2 0 10 Apr 2025
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models Hardy Chen Haoqin Tu Fali Wang Hui Liu Xianfeng Tang Xinya Du Yuyin Zhou Cihang Xie ReLM VLM OffRL LRM 77 9 0 10 Apr 2025
AI-Slop to AI-Polish? Aligning Language Models through Edit-Based Writing Rewards and Test-time Computation Tuhin Chakrabarty Philippe Laban C. Wu 39 1 0 10 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang Chao Qu Zuming Huang Xiaoyu Tan Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 83 2 0 10 Apr 2025
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning Yukun Qi Yiming Zhao Y. Zeng Xikun Bao Wenjie Huang Lin Yen-Chen Zehui Chen Jie Zhao Zhongang Qi Feng Zhao LRM 52 1 0 10 Apr 2025
Enhancing Player Enjoyment with a Two-Tier DRL and LLM-Based Agent System for Fighting Games Shouren Wang Zehua Jiang Fernando Sliva Sam Earle Julian Togelius 28 0 0 10 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement Xinze Wang Zheng Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM VLM LRM 74 3 0 10 Apr 2025
Automating quantum feature map design via large language models Kenya Sakka K. Mitarai Keisuke Fujii 38 2 0 10 Apr 2025
VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model Haozhan Shen Peng Liu Jianxin Li Chunxin Fang Yibo Ma ... Zilun Zhang Kangjia Zhao Qianqian Zhang Ruochen Xu Tiancheng Zhao VLM LRM 76 36 0 10 Apr 2025
A Sober Look at Progress in Language Model Reasoning: Pitfalls and Paths to Reproducibility Andreas Hochlehnert Hardik Bhatnagar Vishaal Udandarao Samuel Albanie Ameya Prabhu Matthias Bethge ReLM ALM LRM 100 9 0 09 Apr 2025
MovSAM: A Single-image Moving Object Segmentation Framework Based on Deep Thinking Chang Nie Yiqing Xu Guangming Wang Zhe Liu Yanzi Miao Hesheng Wang VLM 43 0 0 09 Apr 2025
Holistic Capability Preservation: Towards Compact Yet Comprehensive Reasoning Models Ling Team Caizhi Tang Chilin Fu Chunwei Wu Jia Guo ... Shuaicheng Li Wenjie Qu Yingting Wu Y. Liu Zhenyu Huang LRM 38 0 0 09 Apr 2025