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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

20:56

AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment

Daily Paper Cast ·

2025/06/06

🤗 Upvotes: 39 | cs.LG, cs.AI, cs.CL, cs.RO Authors: Anastasiia Ivanova, Eva Bakaeva, Zoya Volovikova, Alexey K. Kovalev, Aleksandr I. Panov Title: AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment Arxiv: http://arxiv.org/abs/2506.04089v1 Abstract: As a part of an embodied agent, Large Language Models (LLMs) are typically used for behavior planning given natural language

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22:48

CASS: Nvidia to AMD Transpilation with Data, Models,...

Daily Paper Cast ·

2025/06/06

🤗 Upvotes: 35 | cs.AR, cs.AI, cs.CL, cs.LG, cs.PL Authors: Ahmed Heakl, Sarim Hashmi, Gustavo Bertolo Stahl, Seung Hun Eddie Han, Salman Khan, Abdulrahman Mahmoud Title: CASS: Nvidia to AMD Transpilation with Data, Models, and Benchmark Arxiv: http://arxiv.org/abs/2505.16968v3 Abstract: We introduce CASS, the first large-scale dataset and model suite for cross-architecture GPU

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21:39

A Controllable Examination for Long-Context Language...

Daily Paper Cast ·

2025/06/06

🤗 Upvotes: 30 | cs.CL Authors: Yijun Yang, Zeyu Huang, Wenhao Zhu, Zihan Qiu, Fei Yuan, Jeff Z. Pan, Ivan Titov Title: A Controllable Examination for Long-Context Language Models Arxiv: http://arxiv.org/abs/2506.02921v1 Abstract: Existing frameworks for evaluating long-context language models (LCLM) can be broadly categorized into real-world and synthetic tasks. Despite their

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23:16

MMR-V: What's Left Unsaid? A Benchmark for Multimodal...

Daily Paper Cast ·

2025/06/06

🤗 Upvotes: 25 | cs.CV, cs.CL Authors: Kejian Zhu, Zhuoran Jin, Hongbang Yuan, Jiachun Li, Shangqing Tu, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao Title: MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos Arxiv: http://arxiv.org/abs/2506.04141v1 Abstract: The sequential structure of videos poses a challenge to the ability of multimodal large language

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20:17

Establishing Trustworthy LLM Evaluation via Shortcut...

Daily Paper Cast ·

2025/06/06

🤗 Upvotes: 23 | cs.CL Authors: Kejian Zhu, Shangqing Tu, Zhuoran Jin, Lei Hou, Juanzi Li, Jun Zhao Title: Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis Arxiv: http://arxiv.org/abs/2506.04142v1 Abstract: The development of large language models (LLMs) depends on trustworthy evaluation. However, most current evaluations rely on public benchmarks, which are

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22:04

SuperWriter: Reflection-Driven Long-Form Generation...

Daily Paper Cast ·

2025/06/06

🤗 Upvotes: 23 | cs.CL Authors: Yuhao Wu, Yushi Bai, Zhiqiang Hu, Juanzi Li, Roy Ka-Wei Lee Title: SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models Arxiv: http://arxiv.org/abs/2506.04180v1 Abstract: Long-form text generation remains a significant challenge for large language models (LLMs), particularly in maintaining coherence, ensuring logical

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22:54

Reflect, Retry, Reward: Self-Improving LLMs via...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 144 | cs.CL Authors: Shelly Bensal, Umar Jamil, Christopher Bryant, Melisa Russak, Kiran Kamble, Dmytro Mozolevskyi, Muayad Ali, Waseem AlShikh Title: Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.24726v1 Abstract: We explore a method for improving the performance of large language models through

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24:23

VS-Bench: Evaluating VLMs for Strategic Reasoning and...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 51 | cs.AI Authors: Zelai Xu, Zhexuan Xu, Xiangmin Yi, Huining Yuan, Xinlei Chen, Yi Wu, Chao Yu, Yu Wang Title: VS-Bench: Evaluating VLMs for Strategic Reasoning and Decision-Making in Multi-Agent Environments Arxiv: http://arxiv.org/abs/2506.02387v1 Abstract: Recent advancements in Vision Language Models (VLMs) have expanded their capabilities to interactive agent

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19:11

UniWorld: High-Resolution Semantic Encoders for...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 49 | cs.CV, cs.AI, cs.CL Authors: Bin Lin, Zongjian Li, Xinhua Cheng, Yuwei Niu, Yang Ye, Xianyi He, Shenghai Yuan, Wangbo Yu, Shaodong Wang, Yunyang Ge, Yatian Pang, Li Yuan Title: UniWorld: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation Arxiv: http://arxiv.org/abs/2506.03147v2 Abstract: Although existing unified models achieve

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18:18

SynthRL: Scaling Visual Reasoning with Verifiable...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 46 | cs.LG, cs.CL, cs.CV Authors: Zijian Wu, Jinjie Ni, Xiangyan Liu, Zichen Liu, Hang Yan, Michael Qizhe Shieh Title: SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Arxiv: http://arxiv.org/abs/2506.02096v1 Abstract: Vision-language models (VLMs) trained via reinforcement learning with verifiable reward (RLVR) have shown notable progress in scaling

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21:03

CSVQA: A Chinese Multimodal Benchmark for Evaluating...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 43 | cs.CV, cs.AI Authors: Ai Jian, Weijie Qiu, Xiaokun Wang, Peiyu Wang, Yunzhuo Hao, Jiangbo Pei, Yichen Wei, Yi Peng, Xuchen Song Title: CSVQA: A Chinese Multimodal Benchmark for Evaluating STEM Reasoning Capabilities of VLMs Arxiv: http://arxiv.org/abs/2505.24120v1 Abstract: Vision-Language Models (VLMs) have demonstrated remarkable progress in multimodal

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22:23

GUI-Actor: Coordinate-Free Visual Grounding for GUI...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 29 | cs.CL, cs.AI, cs.CV Authors: Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao Title: GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents Arxiv: http://arxiv.org/abs/2506.03143v1 Abstract:

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22:17

Visual Embodied Brain: Let Multimodal Large Language...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 29 | cs.CV, cs.RO Authors: Gen Luo, Ganlin Yang, Ziyang Gong, Guanzhou Chen, Haonan Duan, Erfei Cui, Ronglei Tong, Zhi Hou, Tianyi Zhang, Zhe Chen, Shenglong Ye, Lewei Lu, Jingbo Wang, Wenhai Wang, Jifeng Dai, Yu Qiao, Rongrong Ji, Xizhou Zhu Title: Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces Arxiv: http://arxiv.org/abs/2506.00123v1

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24:28

OThink-R1: Intrinsic Fast/Slow Thinking Mode...

Daily Paper Cast ·

2025/06/05

🤗 Upvotes: 28 | cs.AI Authors: Shengjia Zhang, Junjie Wu, Jiawei Chen, Changwang Zhang, Xingyu Lou, Wangchunshu Zhou, Sheng Zhou, Can Wang, Jun Wang Title: OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation Arxiv: http://arxiv.org/abs/2506.02397v1 Abstract: Recent advanced large reasoning models (LRMs) leverage extended chain-of-thought (CoT)

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22:08

Beyond the 80/20 Rule: High-Entropy Minority Tokens...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 99 | cs.CL, cs.AI, cs.LGAuthors: Shenzhi Wang, Le Yu, Chang Gao, Chujie Zheng, Shixuan Liu, Rui Lu, Kai Dang, Xionghui Chen, Jianxin Yang, Zhenru Zhang, Yuqiong Liu, An Yang, Andrew Zhao, Yang Yue, Shiji Song, Bowen Yu, Gao Huang, Junyang Lin Title: Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Arxiv:

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21:38

REASONING GYM: Reasoning Environments for...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 52 | cs.LG, cs.AI, cs.CL Authors: Zafir Stojanovski, Oliver Stanley, Joe Sharratt, Richard Jones, Abdulhakeem Adefioye, Jean Kaddour, Andreas Köpf Title: REASONING GYM: Reasoning Environments for Reinforcement Learning with Verifiable Rewards Arxiv: http://arxiv.org/abs/2505.24760v1 Abstract: We introduce Reasoning Gym (RG), a library of reasoning environments for

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21:06

SmolVLA: A Vision-Language-Action Model for...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 48 | cs.LG, cs.RO Authors: Mustafa Shukor, Dana Aubakirova, Francesco Capuano, Pepijn Kooijmans, Steven Palma, Adil Zouitine, Michel Aractingi, Caroline Pascal, Martino Russi, Andres Marafioti, Simon Alibert, Matthieu Cord, Thomas Wolf, Remi Cadene Title: SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics Arxiv: http://arxiv.org/abs/2506.01844v1

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20:20

Taming LLMs by Scaling Learning Rates with Gradient...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 33 | cs.LG, cs.AI Authors: Siyuan Li, Juanxi Tian, Zedong Wang, Xin Jin, Zicheng Liu, Wentao Zhang, Dan Xu Title: Taming LLMs by Scaling Learning Rates with Gradient Grouping Arxiv: http://arxiv.org/abs/2506.01049v1 Abstract: Training large language models (LLMs) poses challenges due to their massive scale and heterogeneous architectures. While adaptive optimizers

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23:45

ARIA: Training Language Agents with Intention-Driven...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 26 | cs.CL Authors: Ruihan Yang, Yikai Zhang, Aili Chen, Xintao Wang, Siyu Yuan, Jiangjie Chen, Deqing Yang, Yanghua Xiao Title: ARIA: Training Language Agents with Intention-Driven Reward Aggregation Arxiv: http://arxiv.org/abs/2506.00539v1 Abstract: Large language models (LLMs) have enabled agents to perform complex reasoning and decision-making through free-form

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20:03

Temporal In-Context Fine-Tuning for Versatile Control...

Daily Paper Cast ·

2025/06/04

🤗 Upvotes: 24 | cs.CV Authors: Kinam Kim, Junha Hyung, Jaegul Choo Title: Temporal In-Context Fine-Tuning for Versatile Control of Video Diffusion Models Arxiv: http://arxiv.org/abs/2506.00996v1 Abstract: Recent advances in text-to-video diffusion models have enabled high-quality video synthesis, but controllable generation remains challenging, particularly under limited data

en

2,195 results

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