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PODCAST

Daily Paper Cast

Jingwen Liang, Gengyu Wang

We update every weekday to discuss highest-voted papers from Huggingface Daily Paper (https://huggingface.co/papers). Both the podcast scripts and audio are generated by AI. Feedback and suggestions are welcome! Email us: dailypapercast.ai@gmail.com Creator: Jingwen Liang, 3D ML, https://www.linkedin.com/in/jingwen-liang/ Gengyu Wang, LLM ML, http://wanggengyu.com Listen on: Spotify: https://open.spotify.com/show/21nrhmdaA8qoBiH8q03NXL Apple Podcast:

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All Episodes

22:32

Large Language Models for Data Synthesis

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 36 | cs.LG Authors: Yihong Tang, Menglin Kong, Lijun Sun Title: Large Language Models for Data Synthesis Arxiv: http://arxiv.org/abs/2505.14752v1 Abstract: Generating synthetic data that faithfully captures the statistical structure of real-world distributions is a fundamental challenge in data modeling. Classical approaches often depend on strong parametric

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22:03

Don't Look Only Once: Towards Multimodal Interactive...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 29 | cs.CL, cs.CV Authors: Jiwan Chung, Junhyeok Kim, Siyeol Kim, Jaeyoung Lee, Min Soo Kim, Youngjae Yu Title: Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation Arxiv: http://arxiv.org/abs/2505.18842v1 Abstract: We present v1, a lightweight extension to Multimodal Large Language Models (MLLMs) that enables selective

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20:55

ViStoryBench: Comprehensive Benchmark Suite for Story...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 27 | cs.CV Authors: Cailin Zhuang, Ailin Huang, Wei Cheng, Jingwei Wu, Yaoqi Hu, Jiaqi Liao, Zhewei Huang, Hongyuan Wang, Xinyao Liao, Weiwei Cai, Hengyuan Xu, Xuanyang Zhang, Xianfang Zeng, Gang Yu, Chi Zhang Title: ViStoryBench: Comprehensive Benchmark Suite for Story Visualization Arxiv: http://arxiv.org/abs/2505.24862v1 Abstract: Story visualization, which aims to

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22:45

DINO-R1: Incentivizing Reasoning Capability in Vision...

Daily Paper Cast ·

2025/06/03

🤗 Upvotes: 21 | cs.CV, cs.AI Authors: Chenbin Pan, Wenbin He, Zhengzhong Tu, Liu Ren Title: DINO-R1: Incentivizing Reasoning Capability in Vision Foundation Models Arxiv: http://arxiv.org/abs/2505.24025v1 Abstract: The recent explosive interest in the reasoning capabilities of large language models, such as DeepSeek-R1, has demonstrated remarkable success through reinforcement

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21:28

Table-R1: Inference-Time Scaling for Table Reasoning

Daily Paper Cast ·

2025/05/31

🤗 Upvotes: 66 | cs.CLAuthors: Zheyuan Yang, Lyuhao Chen, Arman Cohan, Yilun Zhao Title: Table-R1: Inference-Time Scaling for Table Reasoning Arxiv: http://arxiv.org/abs/2505.23621v1 Abstract: In this work, we present the first study to explore inference-time scaling on table reasoning tasks. We develop and evaluate two post-training strategies to enable inference-time scaling:

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19:54

Spatial-MLLM: Boosting MLLM Capabilities in...

Daily Paper Cast ·

2025/05/31

🤗 Upvotes: 54 | cs.CV, cs.AI, cs.LG, I.2.6; I.2 Authors: Diankun Wu, Fangfu Liu, Yi-Hsin Hung, Yueqi Duan Title: Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence Arxiv: http://arxiv.org/abs/2505.23747v1 Abstract: Recent advancements in Multimodal Large Language Models (MLLMs) have significantly enhanced performance on 2D visual tasks. However,

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25:44

VF-Eval: Evaluating Multimodal LLMs for Generating...

Daily Paper Cast ·

2025/05/31

🤗 Upvotes: 51 | cs.CV, cs.AI, cs.CL Authors: Tingyu Song, Tongyan Hu, Guo Gan, Yilun Zhao Title: VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos Arxiv: http://arxiv.org/abs/2505.23693v1 Abstract: MLLMs have been widely studied for video question answering recently. However, most existing assessments focus on natural videos, overlooking synthetic

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22:04

The Climb Carves Wisdom Deeper Than the Summit: On...

Daily Paper Cast ·

2025/05/31

🤗 Upvotes: 45 | cs.CL Authors: Ang Lv, Ruobing Xie, Xingwu Sun, Zhanhui Kang, Rui Yan Title: The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason Arxiv: http://arxiv.org/abs/2505.22653v1 Abstract: Recent studies on post-training large language models (LLMs) for reasoning through reinforcement learning (RL) typically focus on tasks that can

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19:00

ZeroGUI: Automating Online GUI Learning at Zero Human...

Daily Paper Cast ·

2025/05/31

🤗 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 Zhu, Hao Li, Wenhai Wang, Yu Qiao, Xizhou Zhu, Jifeng Dai Title: ZeroGUI: Automating Online GUI Learning at Zero Human Cost Arxiv: http://arxiv.org/abs/2505.23762v1 Abstract: The rapid advancement of large Vision-Language Models (VLMs)

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21:32

VideoReasonBench: Can MLLMs Perform Vision-Centric...

Daily Paper Cast ·

2025/05/31

🤗 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 Title: VideoReasonBench: Can MLLMs Perform Vision-Centric Complex Video Reasoning? Arxiv: http://arxiv.org/abs/2505.23359v1 Abstract: Recent studies have shown that long chain-of-thought (CoT) reasoning can significantly enhance the

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21:32

Satori-SWE: Evolutionary Test-Time Scaling for...

Daily Paper Cast ·

2025/05/31

🤗 Upvotes: 21 | cs.CL, cs.AI, cs.SE Authors: Guangtao Zeng, Maohao Shen, Delin Chen, Zhenting Qi, Subhro Das, Dan Gutfreund, David Cox, Gregory Wornell, Wei Lu, Zhang-Wei Hong, Chuang Gan Title: Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Arxiv: http://arxiv.org/abs/2505.23604v1 Abstract: Language models (LMs) perform well on standardized

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22:08

The Entropy Mechanism of Reinforcement Learning for...

Daily Paper Cast ·

2025/05/30

🤗 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, Huayu Chen, Weize Chen, Zhiyuan Liu, Hao Peng, Lei Bai, Wanli Ouyang, Yu Cheng, Bowen Zhou, Ning Ding Title: The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Arxiv: http://arxiv.org/abs/2505.22617v1 Abstract:

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21:03

SWE-rebench: An Automated Pipeline for Task...

Daily Paper Cast ·

2025/05/30

🤗 Upvotes: 63 | cs.SE, cs.CL Authors: Ibragim Badertdinov, Alexander Golubev, Maksim Nekrashevich, Anton Shevtsov, Simon Karasik, Andrei Andriushchenko, Maria Trofimova, Daria Litvintseva, Boris Yangel Title: SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents Arxiv: http://arxiv.org/abs/2505.20411v1 Abstract:

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23:01

R2R: Efficiently Navigating Divergent Reasoning Paths...

Daily Paper Cast ·

2025/05/30

🤗 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, Huazhong Yang, Yu Wang Title: R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing Arxiv: http://arxiv.org/abs/2505.21600v1 Abstract: Large Language Models (LLMs) achieve impressive reasoning capabilities

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22:21

Skywork Open Reasoner 1 Technical Report

Daily Paper Cast ·

2025/05/30

🤗 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 Zhang, Jiacheng Xu, Wei Shen, Siyuan Li, Liang Zeng, Tianwen Wei, Cheng Cheng, Bo An, Yang Liu, Yahui Zhou Title: Skywork Open Reasoner 1 Technical Report Arxiv: http://arxiv.org/abs/2505.22312v2 Abstract: The success of DeepSeek-R1

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21:23

Sherlock: Self-Correcting Reasoning in...

Daily Paper Cast ·

2025/05/30

🤗 Upvotes: 44 | cs.CV, cs.CL, cs.LG Authors: Yi Ding, Ruqi Zhang Title: Sherlock: Self-Correcting Reasoning in Vision-Language Models Arxiv: http://arxiv.org/abs/2505.22651v1 Abstract: Reasoning Vision-Language Models (VLMs) have shown promising performance on complex multimodal tasks. However, they still face significant challenges: they are highly sensitive to reasoning

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22:53

Unsupervised Post-Training for Multi-Modal LLM...

Daily Paper Cast ·

2025/05/30

🤗 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 Title: Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO Arxiv: http://arxiv.org/abs/2505.22453v1 Abstract: Improving Multi-modal Large Language Models (MLLMs) in the post-training stage typically relies on supervised fine-tuning

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19:42

SageAttention2++: A More Efficient Implementation of...

Daily Paper Cast ·

2025/05/30

🤗 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, Jianfei Chen Title: SageAttention2++: A More Efficient Implementation of SageAttention2 Arxiv: http://arxiv.org/abs/2505.21136v2 Abstract: The efficiency of attention is critical because its time complexity grows quadratically with

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21:34

Advancing Multimodal Reasoning via Reinforcement...

Daily Paper Cast ·

2025/05/30

🤗 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 Huang Title: Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start Arxiv: http://arxiv.org/abs/2505.22334v1 Abstract: Recent advancements in large language models (LLMs) have demonstrated impressive chain-of-thought

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24:54

Fostering Video Reasoning via Next-Event Prediction

Daily Paper Cast ·

2025/05/30

🤗 Upvotes: 27 | cs.CV, cs.AI, cs.CL Authors: Haonan Wang, Hongfu Liu, Xiangyan Liu, Chao Du, Kenji Kawaguchi, Ye Wang, Tianyu Pang Title: Fostering Video Reasoning via Next-Event Prediction Arxiv: http://arxiv.org/abs/2505.22457v1 Abstract: Next-token prediction serves as the foundational learning task enabling reasoning in LLMs. But what should the learning task be when aiming

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1,967 results

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