Title
Phi-4-reasoning Technical Report Marah Abdin Sahaj Agarwal Ahmed Hassan Awadallah Vidhisha Balachandran Harkirat Singh Behl ... Vaishnavi Shrivastava Vibhav Vineet Yue Wu Safoora Yousefi Guoqing Zheng ReLM LRM 92 3 0 30 Apr 2025
When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Md Fahim Anjum LRM 34 0 0 30 Apr 2025
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization Hanjun Luo Haiying He Yucheng Wang Jinluan Yang Rui Liu Naiqiang Tan Xiaochun Cao Dacheng Tao Li Shen LRM 31 1 0 30 Apr 2025
GDI-Bench: A Benchmark for General Document Intelligence with Vision and Reasoning Decoupling Siqi Li Yufan Shen Xiangnan Chen Jiayi Chen Hengwei Ju ... Licheng Wen Botian Shi Y. Liu Xinyu Cai Yu Qiao VLM ELM 96 0 0 30 Apr 2025
Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Shaokun Zhang Ming Yin Jieyu Zhang Jing Liu Zhiguang Han ... Beibin Li Chi Wang H. Wang Yuxiao Chen Qingyun Wu 49 1 0 30 Apr 2025
CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code Generation Sizhe Wang Zihan Wang Dongsheng Ma Yongan Yu Rui Ling Zehan Li Zhiyu Li Wenbo Zhang LRM 65 0 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 198 2 0 30 Apr 2025
Toward Efficient Exploration by Large Language Model Agents Dilip Arumugam Thomas L. Griffiths LLMAG 94 1 0 29 Apr 2025
ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models Jin Xie Ruishi He Songze Li Xiaojun Jia Shouling Ji SILM AAML 68 0 0 29 Apr 2025
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You Think Hasan Hammoud Hani Itani Guohao Li ReLM LRM 80 1 0 29 Apr 2025
HyPerAlign: Interpretable Personalized LLM Alignment via Hypothesis Generation Cristina Garbacea Chenhao Tan 55 0 0 29 Apr 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren L. Liu ... Jianfeng Gao Weizhu Chen S. Wang Simon S. Du Yelong Shen OffRL ReLM LRM 131 9 0 29 Apr 2025
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Ziqiang Liu Yishuo Wang Haofu Qian OffRL AI4TS VLM 72 0 0 28 Apr 2025
LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning Peijian Zeng Feiyan Pang Zhanbo Wang Aimin Yang 74 0 0 28 Apr 2025
PhenoAssistant: A Conversational Multi-Agent AI System for Automated Plant Phenotyping Feng Chen Ilias Stogiannidis Andrew Wood Danilo Bueno Dominic Williams ... Stephen A. Rolfe Tracy Lawson Tony Pridmore M. Giuffrida Sotirios A. Tsaftaris 62 0 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 ... Shri Kiran Srinivasan Jonathan H. Chen Santiago Romero-Brufau K. J. Lin Jie Yang LM&MA ELM 101 0 0 28 Apr 2025
Mitigating Societal Cognitive Overload in the Age of AI: Challenges and Directions Salem Lahlou 62 0 0 28 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 91 0 0 27 Apr 2025
GenTorrent: Scaling Large Language Model Serving with An Overley Network Fei Fang Yifan Hua Shengze Wang Ruilin Zhou Y. Liu Chen Qian Jiahui Geng 63 0 0 27 Apr 2025
Towards Robust Dialogue Breakdown Detection: Addressing Disruptors in Large Language Models with Self-Guided Reasoning Abdellah Ghassel Xianzhi Li Xiaodan Zhu 51 0 0 26 Apr 2025
LawFlow : Collecting and Simulating Lawyers' Thought Processes Debarati Das Khanh Chi Le R. Parkar Karin de Langis Brendan Madson ... Robin M. Willis Daniel H. Moses Brett McDonnell Daniel Schwarcz Dongyeop Kang AILaw 223 0 0 26 Apr 2025
Pushing the boundary on Natural Language Inference Pablo Miralles-González Javier Huertas-Tato Alejandro Martín David Camacho LRM 49 0 0 25 Apr 2025
Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning Shaokun Zhang Yi Dong Jieyu Zhang Jan Kautz Bryan Catanzaro Andrew Tao Qingyun Wu Zhiding Yu Guilin Liu LLMAG OffRL KELM LRM 91 0 0 25 Apr 2025
Efficient Single-Pass Training for Multi-Turn Reasoning Ritesh Goru Shanay Mehta Prateek Jain LRM 32 0 0 25 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
Even Small Reasoners Should Quote Their Sources: Introducing the Pleias-RAG Model Family Pierre-Carl Langlais Pavel Chizhov Mattia Nee Carlos Rosas Hinostroza Matthieu Delsart Irène Girard Othman Hicheur Anastasia Stasenko Ivan P. Yamshchikov LRM 68 0 0 25 Apr 2025
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts Yufei Wang Pei Zhang Jialong Tang Haoran Wei Baosong Yang ... Wenjie Qu Fei Huang Junyang Lin Fei Huang Jingren Zhou LRM 57 1 0 25 Apr 2025
AI Awareness Xianrui Li Haoyuan Shi Rongwu Xu Wei Xu 59 0 0 25 Apr 2025
Dargana: fine-tuning EarthPT for dynamic tree canopy mapping from space Michael J. Smith Luke Fleming James E. Geach Ryan J. Roberts Freddie Kalaitzis James Banister 29 0 0 24 Apr 2025
The Role of Open-Source LLMs in Shaping the Future of GeoAI Xiao Shi Huang Zhengzhong Tu X. Ye Michael Goodchild 50 0 0 24 Apr 2025
AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset Ivan Moshkov Darragh Hanley Ivan Sorokin Shubham Toshniwal Christof Henkel Benedikt Schifferer Wei Du Igor Gitman ReLM LRM 45 3 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 44 2 0 23 Apr 2025
Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Case Study Mohammad Khodadad Ali Shiraee Kasmaee Mahdi Astaraki Nicholas Sherck H. Mahyar Soheila Samiee LRM 196 0 0 23 Apr 2025
Neural Theorem Proving: Generating and Structuring Proofs for Formal Verification Balaji Rao William Eiers Carlo Lipizzi 37 0 0 23 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng Xuben Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 79 0 0 23 Apr 2025
ZipR1: Reinforcing Token Sparsity in MLLMs Feng Chen Yefei He Lequan Lin Qingbin Liu Bohan Zhuang Qi Wu 51 0 0 23 Apr 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning Josefa Lia Stoisser Marc Boubnovski Martell Julien Fauqueur LMTD ReLM AI4TS LRM 98 0 0 23 Apr 2025
Param $Δ$ for Direct Weight Mixing: Post-Train Large Language Model at Zero Cost Sheng Cao Mingrui Wu Karthik Prasad Yuandong Tian Zechun Liu MoMe 85 0 0 23 Apr 2025
Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control Hannah Cyberey David Evans LLMSV 78 1 0 23 Apr 2025
PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation Zihao An Huajun Bai Ziqiang Liu Dong Li E. Barsoum 61 0 0 23 Apr 2025
Compass-V2 Technical Report Sophia Maria MoE LRM 41 0 0 22 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 32 0 0 22 Apr 2025
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation Chanyeol Choi Jihoon Kwon Jaeseon Ha Hojun Choi Chaewoon Kim Yongjae Lee Jy-yong Sohn Alejandro Lopez-Lira RALM 61 0 0 22 Apr 2025
Reasoning Physical Video Generation with Diffusion Timestep Tokens via Reinforcement Learning Wang Lin Liyu Jia Wentao Hu Kaihang Pan Zhongqi Yue Wei Zhao Jingyuan Chen Fei Wu Hanwang Zhang VGen 51 1 0 22 Apr 2025
From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning Le Zhuo Liangbing Zhao Sayak Paul Yue Liao Renrui Zhang Yi Xin Peng Gao Mohamed Elhoseiny Yiming Li VLM 75 0 0 22 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Shang Qu Li Sheng Xuekai Zhu Biqing Qi Youbang Sun Ganqu Cui Ning Ding Bowen Zhou OffRL 168 5 0 22 Apr 2025
SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Cheng Wen Tingwei Guo Shuaijiang Zhao Wei Zou Xiangang Li OffRL AuLLM LRM 62 3 0 22 Apr 2025
Tina: Tiny Reasoning Models via LoRA Shangshang Wang Julian Asilis Ömer Faruk Akgül Enes Burak Bilgin Ollie Liu Willie Neiswanger OffRL LRM 41 3 0 22 Apr 2025
Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration Junyuan Deng Xinyi Wu Yongxing Yang Congchao Zhu Song Wang Zhenyao Wu 45 0 0 21 Apr 2025
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception Yuan-Hong Liao Sven Elflein Liu He Laura Leal-Taixe Yejin Choi Sanja Fidler David Acuna ReLM LRM VLM 183 0 0 21 Apr 2025