Episodes

Table-R1: Inference-Time Scaling for Table Reasoning

Episode 843 · May 30, 2025 · 21:28

🤗 Upvotes: 66 | cs.CL Authors: Zheyuan Yang, Lyuhao Chen, Arman Cohan, Yilun Zhao Title: Table-R1: Inference-Time Scali...

Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence

Episode 842 · May 30, 2025 · 19:54

🤗 Upvotes: 54 | cs.CV, cs.AI, cs.LG, I.2.6; I.2 Authors: Diankun Wu, Fangfu Liu, Yi-Hsin Hung, Yueqi Duan Title: Spatia...

VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos

Episode 841 · May 30, 2025 · 25:44

🤗 Upvotes: 51 | cs.CV, cs.AI, cs.CL Authors: Tingyu Song, Tongyan Hu, Guo Gan, Yilun Zhao Title: VF-Eval: Evaluating Mu...

The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason

Episode 840 · May 30, 2025 · 22:04

🤗 Upvotes: 45 | cs.CL Authors: Ang Lv, Ruobing Xie, Xingwu Sun, Zhanhui Kang, Rui Yan Title: The Climb Carves Wisdom De...

ZeroGUI: Automating Online GUI Learning at Zero Human Cost

Episode 839 · May 30, 2025 · 19:00

🤗 Upvotes: 39 | cs.AI, cs.CL, cs.CV Authors: Chenyu Yang, Shiqian Su, Shi Liu, Xuan Dong, Yue Yu, Weijie Su, Xuehui Wang, Zhaoyang Liu, Jinguo Z...

VideoReasonBench: Can MLLMs Perform Vision-Centric Complex Video Reasoning?

Episode 838 · May 30, 2025 · 21:32

🤗 Upvotes: 28 | cs.CV Authors: Yuanxin Liu, Kun Ouyang, Haoning Wu, Yi Liu, Lin Sui, Xinhao Li, Yan Zhong, Y. Charles, Xinyu Zhou, Xu Sun ...

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering

Episode 837 · May 30, 2025 · 21:32

🤗 Upvotes: 21 | cs.CL, cs.AI, cs.SE Authors: Guangtao Zeng, Maohao Shen, Delin Chen, Zhenting Qi, Subhro Das, Dan Gutfreund, David Cox, Gregory ...

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Episode 836 · May 29, 2025 · 22:08

🤗 Upvotes: 84 | cs.LG, cs.AI, cs.CL Authors: Ganqu Cui, Yuchen Zhang, Jiacheng Chen, Lifan Yuan, Zhi Wang, Yuxin Zuo, Haozhan Li, Yuchen Fan, Hu...

SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Episode 835 · May 29, 2025 · 21:03

🤗 Upvotes: 63 | cs.SE, cs.CL Authors: Ibragim Badertdinov, Alexander Golubev, Maksim Nekrashevich, Anton Shevtsov, Simon Karasik, Andrei Andrius...

R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing

Episode 834 · May 29, 2025 · 23:01

🤗 Upvotes: 59 | cs.CL, cs.AI, cs.LG, cs.PF, I.2.7 Authors: Tianyu Fu, Yi Ge, Yichen You, Enshu Liu, Zhihang Yuan, Guohao Dai, Shengen Yan, Huazh...

Skywork Open Reasoner 1 Technical Report

Episode 833 · May 29, 2025 · 22:21

🤗 Upvotes: 45 | cs.LG, cs.AI, cs.CL Authors: Jujie He, Jiacai Liu, Chris Yuhao Liu, Rui Yan, Chaojie Wang, Peng Cheng, Xiaoyu Zhang, Fuxiang Zha...

Sherlock: Self-Correcting Reasoning in Vision-Language Models

Episode 832 · May 29, 2025 · 21:23

🤗 Upvotes: 44 | cs.CV, cs.CL, cs.LG Authors: Yi Ding, Ruqi Zhang Title: Sherlock: Self-Correcting Reasoning in Vision-L...

Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Episode 831 · May 29, 2025 · 22:53

🤗 Upvotes: 37 | cs.CL, cs.AI, cs.CV, cs.LG Authors: Lai Wei, Yuting Li, Chen Wang, Yue Wang, Linghe Kong, Weiran Huang, Lichao Sun ...

SageAttention2++: A More Efficient Implementation of SageAttention2

Episode 830 · May 29, 2025 · 19:42

🤗 Upvotes: 33 | cs.LG, cs.AI, cs.AR, cs.CV Authors: Jintao Zhang, Xiaoming Xu, Jia Wei, Haofeng Huang, Pengle Zhang, Chendong Xiang, Jun Zhu, Ji...

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start

Episode 829 · May 29, 2025 · 21:34

🤗 Upvotes: 31 | cs.CL, cs.AI, cs.CV, cs.LG Authors: Lai Wei, Yuting Li, Kaipeng Zheng, Chen Wang, Yue Wang, Linghe Kong, Lichao Sun, Weiran Huan...

Fostering Video Reasoning via Next-Event Prediction

Episode 828 · May 29, 2025 · 24:54

🤗 Upvotes: 27 | cs.CV, cs.AI, cs.CL Authors: Haonan Wang, Hongfu Liu, Xiangyan Liu, Chao Du, Kenji Kawaguchi, Ye Wang, Tianyu Pang ...

RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination

Episode 827 · May 29, 2025 · 23:21

🤗 Upvotes: 26 | cs.GR, cs.CV, cs.LG Authors: Chong Zeng, Yue Dong, Pieter Peers, Hongzhi Wu, Xin Tong Title: RenderForm...

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Episode 826 · May 28, 2025 · 22:14

🤗 Upvotes: 85 | cs.AI, cs.CL, cs.CV, cs.HC Authors: Qiushi Sun, Zhoumianze Liu, Chang Ma, Zichen Ding, Fangzhi Xu, Zhangyue Yin, Haiteng Zhao, Z...

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs

Episode 825 · May 28, 2025 · 21:06

🤗 Upvotes: 73 | cs.AI, cs.CV Authors: Jiakang Yuan, Tianshuo Peng, Yilei Jiang, Yiting Lu, Renrui Zhang, Kaituo Feng, Chaoyou Fu, Tao Chen, Lei ...

Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers

Episode 824 · May 28, 2025 · 17:55

🤗 Upvotes: 73 | cs.CV, cs.AI, cs.CL, cs.MA Authors: Wei Pang, Kevin Qinghong Lin, Xiangru Jian, Xi He, Philip Torr Title: ...

OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data

Episode 823 · May 28, 2025 · 24:24

🤗 Upvotes: 57 | cs.CV Authors: Yiren Song, Cheng Liu, Mike Zheng Shou Title: OmniConsistency: Learning Style-Agnostic C...

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation

Episode 822 · May 28, 2025 · 19:53

🤗 Upvotes: 49 | cs.CV, cs.AI Authors: Shenghai Yuan, Xianyi He, Yufan Deng, Yang Ye, Jinfa Huang, Bin Lin, Jiebo Luo, Li Yuan Title...

SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond

Episode 821 · May 28, 2025 · 21:52

🤗 Upvotes: 43 | cs.AI, cs.CL Authors: Junteng Liu, Yuanxiang Fan, Zhuo Jiang, Han Ding, Yongyi Hu, Chi Zhang, Yiqi Shi, Shitong Weng, Aili Chen,...

Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning

Episode 820 · May 28, 2025 · 18:54

🤗 Upvotes: 41 | cs.CL, cs.AI Authors: Michael Hassid, Gabriel Synnaeve, Yossi Adi, Roy Schwartz Title: Don't Overthink ...

Exploring the Latent Capacity of LLMs for One-Step Text Generation

Episode 819 · May 28, 2025 · 20:35

🤗 Upvotes: 40 | cs.CL, cs.AI, cs.LG Authors: Gleb Mezentsev, Ivan Oseledets Title: Exploring the Latent Capacity of LLM...

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

Episode 818 · May 28, 2025 · 22:23

🤗 Upvotes: 39 | cs.CL, cs.AI Authors: Amirhosein Ghasemabadi, Keith G. Mills, Baochun Li, Di Niu Title: Guided by Gut: ...

VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization

Episode 817 · May 28, 2025 · 20:58

🤗 Upvotes: 35 | cs.CL, cs.CV Authors: Yunxin Li, Xinyu Chen, Zitao Li, Zhenyu Liu, Longyue Wang, Wenhan Luo, Baotian Hu, Min Zhang ...

Mutarjim: Advancing Bidirectional Arabic-English Translation with a Small Language Model

Episode 816 · May 27, 2025 · 20:46

🤗 Upvotes: 178 | cs.CL, cs.AI Authors: Khalil Hennara, Muhammad Hreden, Mohamed Motaism Hamed, Zeina Aldallal, Sara Chrouf, Safwan AlModhayan ...

Shifting AI Efficiency From Model-Centric to Data-Centric Compression

Episode 815 · May 27, 2025 · 22:14

🤗 Upvotes: 124 | cs.CL, cs.AI, cs.CV Authors: Xuyang Liu, Zichen Wen, Shaobo Wang, Junjie Chen, Zhishan Tao, Yubo Wang, Xiangqi Jin, Chang Zou, ...

Alchemist: Turning Public Text-to-Image Data into Generative Gold

Episode 814 · May 27, 2025 · 19:19

🤗 Upvotes: 58 | cs.CV Authors: Valerii Startsev, Alexander Ustyuzhanin, Alexey Kirillov, Dmitry Baranchuk, Sergey Kastryulin Title:...