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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:

science

All Episodes

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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23:21

RenderFormer: Transformer-based Neural Rendering of...

Daily Paper Cast ·

2025/05/30

🤗 Upvotes: 26 | cs.GR, cs.CV, cs.LG Authors: Chong Zeng, Yue Dong, Pieter Peers, Hongzhi Wu, Xin Tong Title: RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination Arxiv: http://arxiv.org/abs/2505.21925v1 Abstract: We present RenderFormer, a neural rendering pipeline that directly renders an image from a triangle-based representation of a

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22:14

ScienceBoard: Evaluating Multimodal Autonomous Agents...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 85 | cs.AI, cs.CL, cs.CV, cs.HCAuthors: Qiushi Sun, Zhoumianze Liu, Chang Ma, Zichen Ding, Fangzhi Xu, Zhangyue Yin, Haiteng Zhao, Zhenyu Wu, Kanzhi Cheng, Zhaoyang Liu, Jianing Wang, Qintong Li, Xiangru Tang, Tianbao Xie, Xiachong Feng, Xiang Li, Ben Kao, Wenhai Wang, Biqing Qi, Lingpeng Kong, Zhiyong Wu Title: ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

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21:06

MME-Reasoning: A Comprehensive Benchmark for Logical...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 73 | cs.AI, cs.CV Authors: Jiakang Yuan, Tianshuo Peng, Yilei Jiang, Yiting Lu, Renrui Zhang, Kaituo Feng, Chaoyou Fu, Tao Chen, Lei Bai, Bo Zhang, Xiangyu Yue Title: MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs Arxiv: http://arxiv.org/abs/2505.21327v1 Abstract: Logical reasoning is a fundamental aspect of human intelligence and an essential

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17:55

Paper2Poster: Towards Multimodal Poster Automation...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 73 | cs.CV, cs.AI, cs.CL, cs.MA Authors: Wei Pang, Kevin Qinghong Lin, Xiangru Jian, Xi He, Philip Torr Title: Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers Arxiv: http://arxiv.org/abs/2505.21497v1 Abstract: Academic poster generation is a crucial yet challenging task in scientific communication, requiring the compression of long-context

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24:24

OmniConsistency: Learning Style-Agnostic Consistency...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 57 | cs.CV Authors: Yiren Song, Cheng Liu, Mike Zheng Shou Title: OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data Arxiv: http://arxiv.org/abs/2505.18445v1 Abstract: Diffusion models have advanced image stylization significantly, yet two core challenges persist: (1) maintaining consistent stylization in complex scenes, particularly

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19:53

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 49 | cs.CV, cs.AI Authors: Shenghai Yuan, Xianyi He, Yufan Deng, Yang Ye, Jinfa Huang, Bin Lin, Jiebo Luo, Li Yuan Title: OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation Arxiv: http://arxiv.org/abs/2505.20292v3 Abstract: Subject-to-Video (S2V) generation aims to create videos that faithfully incorporate reference content,

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21:52

SynLogic: Synthesizing Verifiable Reasoning Data at...

Daily Paper Cast ·

2025/05/29

🤗 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, Shiqi Chen, Yunan Huang, Mozhi Zhang, Pengyu Zhao, Junjie Yan, Junxian He Title: SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond Arxiv: http://arxiv.org/abs/2505.19641v3 Abstract:

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18:54

Don't Overthink it. Preferring Shorter Thinking...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 41 | cs.CL, cs.AI Authors: Michael Hassid, Gabriel Synnaeve, Yossi Adi, Roy Schwartz Title: Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning Arxiv: http://arxiv.org/abs/2505.17813v1 Abstract: Reasoning large language models (LLMs) heavily rely on scaling test-time compute to perform complex reasoning tasks by generating extensive

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20:35

Exploring the Latent Capacity of LLMs for One-Step...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 40 | cs.CL, cs.AI, cs.LG Authors: Gleb Mezentsev, Ivan Oseledets Title: Exploring the Latent Capacity of LLMs for One-Step Text Generation Arxiv: http://arxiv.org/abs/2505.21189v1 Abstract: A recent study showed that large language models (LLMs) can reconstruct surprisingly long texts - up to thousands of tokens - via autoregressive generation from just one specially

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22:23

Guided by Gut: Efficient Test-Time Scaling with...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 39 | cs.CL, cs.AI Authors: Amirhosein Ghasemabadi, Keith G. Mills, Baochun Li, Di Niu Title: Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence Arxiv: http://arxiv.org/abs/2505.20325v1 Abstract: Test-Time Scaling (TTS) methods for enhancing Large Language Model (LLM) reasoning often incur substantial computational costs, primarily due to

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20:58

VerIPO: Cultivating Long Reasoning in Video-LLMs via...

Daily Paper Cast ·

2025/05/29

🤗 Upvotes: 35 | cs.CL, cs.CV Authors: Yunxin Li, Xinyu Chen, Zitao Li, Zhenyu Liu, Longyue Wang, Wenhan Luo, Baotian Hu, Min Zhang Title: VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization Arxiv: http://arxiv.org/abs/2505.19000v1 Abstract: Applying Reinforcement Learning (RL) to Video Large Language Models (Video-LLMs) shows

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20:46

Mutarjim: Advancing Bidirectional Arabic-English...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 178 | cs.CL, cs.AIAuthors: Khalil Hennara, Muhammad Hreden, Mohamed Motaism Hamed, Zeina Aldallal, Sara Chrouf, Safwan AlModhayan Title: Mutarjim: Advancing Bidirectional Arabic-English Translation with a Small Language Model Arxiv: http://arxiv.org/abs/2505.17894v1 Abstract: We introduce Mutarjim, a compact yet powerful language model for bidirectional

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2,195 results

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