Title
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
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Xinhao Li Ziang Yan Desen Meng Lu Dong Xiangyu Zeng Yinan He Yuran Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 51 6 0 09 Apr 2025
Domain-Specific Pruning of Large Mixture-of-Experts Models with Few-shot Demonstrations Zican Dong Han Peng Peiyu Liu Wayne Xin Zhao Dong Wu Feng Xiao Zhengren Wang MoE 43 0 0 09 Apr 2025
OmniCaptioner: One Captioner to Rule Them All Yiting Lu Jiakang Yuan Zhen Li Jike Zhong Qi Qin ... Lei Bai Zhibo Chen Peng Gao Bo Zhang Peng Gao MLLM 81 0 0 09 Apr 2025
Right Prediction, Wrong Reasoning: Uncovering LLM Misalignment in RA Disease Diagnosis Umakanta Maharana Sarthak Verma Avarna Agarwal Prakashini Mruthyunjaya Dwarikanath Mahapatra Sakir Ahmed Murari Mandal 251 0 0 09 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye Xiao Chen Siqiang Luo 3DV 51 0 0 08 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Zhengren Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 37 1 0 08 Apr 2025
OmniSVG: A Unified Scalable Vector Graphics Generation Model Yiying Yang Wei Cheng Sijin Chen Xianfang Zeng Jiaxu Zhang Liao Wang Gang Yu Xingjun Ma Yu Jiang VLM 52 0 0 08 Apr 2025
ShadowCoT: Cognitive Hijacking for Stealthy Reasoning Backdoors in LLMs Gejian Zhao Hanzhou Wu Xinpeng Zhang Athanasios V. Vasilakos LRM 45 1 0 08 Apr 2025
Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization Qingyang Zhang Haitao Wu Changqing Zhang Peilin Zhao Yatao Bian ReLM LRM 87 5 0 08 Apr 2025
Reasoning Towards Fairness: Mitigating Bias in Language Models through Reasoning-Guided Fine-Tuning Sanchit Kabra Akshita Jha Chandan K. Reddy LRM 33 0 0 08 Apr 2025
MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models Pengfei Zhou Fanrui Zhang Xiaopeng Peng Zhaopan Xu Jiaxin Ai ... Kai Wang Xiaojun Chang Wenqi Shao Yang You Kaipeng Zhang ELM LRM 39 0 0 08 Apr 2025
SkillFlow: Efficient Skill and Code Transfer Through Communication in Adapting AI Agents Pagkratios Tagkopoulos Fangzhou Li I. Tagkopoulos 35 0 0 08 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 276 0 0 08 Apr 2025
Leanabell-Prover: Posttraining Scaling in Formal Reasoning Jingyuan Zhang Qi Wang Xingguang Ji Yue Liu Yang Yue Fuzheng Zhang Di Zhang Guorui Zhou Kun Gai LRM 44 4 0 08 Apr 2025
On the Suitability of Reinforcement Fine-Tuning to Visual Tasks X. Chen Wei Li Chunxu Liu Chi Xie Xiaoyan Hu Chengqian Ma Feng Zhu Rui Zhao ReLM LRM 66 0 0 08 Apr 2025
Agent Guide: A Simple Agent Behavioral Watermarking Framework Kaibo Huang Zhongliang Yang Linna Zhou 53 0 0 08 Apr 2025
PRIMA.CPP: Speeding Up 70B-Scale LLM Inference on Low-Resource Everyday Home Clusters Zonghang Li Tao Li Wenjiao Feng Mohsen Guizani Hongfang Yu 29 0 0 07 Apr 2025
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration Ran Xu W. Shi Yuchen Zhuang Yue Yu Joyce C. Ho Haoyu Wang Carl Yang 31 1 0 07 Apr 2025
Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models Ruikang Liu Yuxuan Sun Manyi Zhang Haoli Bai Xianzhi Yu Tiezheng Yu C. Yuan Lu Hou MQ LRM 44 7 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 37 0 0 07 Apr 2025
SEAL: Steerable Reasoning Calibration of Large Language Models for Free Runjin Chen Zhenyu Zhang Junyuan Hong Souvik Kundu Zhangyang Wang OffRL LRM 55 6 0 07 Apr 2025
SmolVLM: Redefining small and efficient multimodal models Andres Marafioti Orr Zohar Miquel Farré Merve Noyan Elie Bakouch ... Hugo Larcher Mathieu Morlon Lewis Tunstall Leandro von Werra Thomas Wolf VLM 54 9 0 07 Apr 2025
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness Dongzhuoran Zhou Yuqicheng Zhu Yuan He Jiaoyan Chen Evgeny Kharlamov Steffen Staab RALM 57 0 0 07 Apr 2025
The Human Robot Social Interaction (HSRI) Dataset: Benchmarking Foundational Models' Social Reasoning Dong Won Lee Y. Kim Denison Guvenoz Sooyeon Jeong Parker Malachowsky Louis-Philippe Morency C. Breazeal Hae Won Park 32 0 0 07 Apr 2025
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use Anna Goldie Azalia Mirhoseini Hao Zhou Irene Cai Christopher D. Manning SyDa OffRL ReLM LRM 117 3 0 07 Apr 2025
VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks Yu Yue Yufeng Yuan Qiying Yu Xiaochen Zuo Ruofei Zhu ... Ru Zhang Xin Liu Mingxuan Wang Yonghui Wu Lin Yan OffRL LRM 56 13 0 07 Apr 2025
Concise Reasoning via Reinforcement Learning Mehdi Fatemi Banafsheh Rafiee Mingjie Tang Kartik Talamadupula ReLM OffRL LRM 60 7 0 07 Apr 2025
scAgent: Universal Single-Cell Annotation via a LLM Agent Yuren Mao Yu Mi Peigen Liu Mengfei Zhang Hanqing Liu Yunjun Gao LLMAG 31 2 0 07 Apr 2025
A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions Emre Can Acikgoz Cheng Qian Hongru Wang Vardhan Dongre Xiusi Chen Heng Ji Dilek Hakkani-Tur Gokhan Tur LM&Ro ELM 60 1 0 07 Apr 2025
Evaluating the Generalization Capabilities of Large Language Models on Code Reasoning Rem Yang Julian Dai N. Vasilakis Martin Rinard ELM LRM 37 0 0 07 Apr 2025
Frontier AI's Impact on the Cybersecurity Landscape Wenbo Guo Yujin Potter Tianneng Shi Zhun Wang Andy Zhang Dawn Song 60 2 0 07 Apr 2025
Revealing the Intrinsic Ethical Vulnerability of Aligned Large Language Models Jiawei Lian Jianhong Pan L. Wang Yi Wang Shaohui Mei Lap-Pui Chau AAML 41 0 0 07 Apr 2025
Trust Region Preference Approximation: A simple and stable reinforcement learning algorithm for LLM reasoning Xuerui Su Shufang Xie Guoqing Liu Yingce Xia Renqian Luo Peiran Jin Zhiming Ma Yue Wang Zun Wang Yuting Liu LRM 36 3 0 06 Apr 2025
CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization Weiwei Sun Shengyu Feng Shanda Li Yiming Yang LLMAG 50 1 0 06 Apr 2025
OpenCodeInstruct: A Large-scale Instruction Tuning Dataset for Code LLMs Wasi Uddin Ahmad Aleksander Ficek Mehrzad Samadi Jocelyn Huang Vahid Noroozi Somshubra Majumdar Boris Ginsburg ALM 50 1 0 05 Apr 2025
Rethinking Reflection in Pre-Training Essential AI Darsh J Shah Peter Rushton Somanshu Singla Mohit Parmar ... Philip Monk Platon Mazarakis Ritvik Kapila Saurabh Srivastava Tim Romanski ReLM LRM 62 4 0 05 Apr 2025
Sensitivity Meets Sparsity: The Impact of Extremely Sparse Parameter Patterns on Theory-of-Mind of Large Language Models Yuheng Wu Wentao Guo Zirui Liu Heng Ji Zhaozhuo Xu Denghui Zhang 43 0 0 05 Apr 2025
Learning Lie Group Generators from Trajectories Lifan Hu 45 0 0 04 Apr 2025
Clinical ModernBERT: An efficient and long context encoder for biomedical text Simon A. Lee Anthony Wu Jeffrey N. Chiang MedIm 51 3 0 04 Apr 2025
Towards Effective EU E-Participation: The Development of AskThePublic Kilian Sprenkamp Nils Messerschmidt Amir Sartipi Igor Tchappi Xiaohui Wu L. Zavolokina Gilbert Fridgen 36 0 0 04 Apr 2025
Do LLM Evaluators Prefer Themselves for a Reason? Wei-Lin Chen Zhepei Wei Xinyu Zhu Shi Feng Yu Meng ELM LRM 47 0 0 04 Apr 2025
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning Kate Sanders Benjamin Van Durme LRM 45 1 0 04 Apr 2025
Have Large Language Models Learned to Reason? A Characterization via 3-SAT Phase Transition Rishi Hazra Gabriele Venturato Pedro Zuidberg Dos Martires Luc de Raedt ReLM LRM 68 0 0 04 Apr 2025
Sample, Don't Search: Rethinking Test-Time Alignment for Language Models Gonçalo Faria Noah A. Smith 39 1 0 04 Apr 2025
Systematic Evaluation of Large Vision-Language Models for Surgical Artificial Intelligence Anita Rau Mark Endo Josiah Aklilu Jaewoo Heo Khaled Saab Alberto Paderno Jeffrey Jopling F. C. Holsinger Serena Yeung-Levy 62 1 0 03 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 270 0 0 03 Apr 2025
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Yan Ma Steffi Chern Xuyang Shen Yiran Zhong Pengfei Liu OffRL LRM 71 2 0 03 Apr 2025
Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models Hung Le Dai Do D. Nguyen Svetha Venkatesh OffRL LRM 44 1 0 03 Apr 2025
VARGPT-v1.1: Improve Visual Autoregressive Large Unified Model via Iterative Instruction Tuning and Reinforcement Learning Xianwei Zhuang Yuxin Xie Yufan Deng Dongchao Yang Liming Liang Jinghan Ru Yuguo Yin Yuexian Zou 71 3 0 03 Apr 2025