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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

22:14

Shifting AI Efficiency From Model-Centric to...

Daily Paper Cast ·

2025/05/28

🤗 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, Yiyu Wang, Chenfei Liao, Xu Zheng, Honggang Chen, Weijia Li, Xuming Hu, Conghui He, Linfeng Zhang Title: Shifting AI Efficiency From Model-Centric to Data-Centric Compression Arxiv: http://arxiv.org/abs/2505.19147v1 Abstract: The rapid

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19:19

Alchemist: Turning Public Text-to-Image Data into...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 58 | cs.CV Authors: Valerii Startsev, Alexander Ustyuzhanin, Alexey Kirillov, Dmitry Baranchuk, Sergey Kastryulin Title: Alchemist: Turning Public Text-to-Image Data into Generative Gold Arxiv: http://arxiv.org/abs/2505.19297v1 Abstract: Pre-training equips text-to-image (T2I) models with broad world knowledge, but this alone is often insufficient to achieve high

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23:32

BizFinBench: A Business-Driven Real-World Financial...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 56 | cs.AI, cs.CE, cs.CL Authors: Guilong Lu, Xuntao Guo, Rongjunchen Zhang, Wenqiao Zhu, Ji Liu Title: BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Arxiv: http://arxiv.org/abs/2505.19457v1 Abstract: Large language models excel in general tasks, yet assessing their reliability in logic-heavy, precision-critical domains like

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21:12

PATS: Process-Level Adaptive Thinking Mode Switching

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 44 | cs.CL Authors: Yi Wang, Junxiao Liu, Shimao Zhang, Jiajun Chen, Shujian Huang Title: PATS: Process-Level Adaptive Thinking Mode Switching Arxiv: http://arxiv.org/abs/2505.19250v1 Abstract: Current large-language models (LLMs) typically adopt a fixed reasoning strategy, either simple or complex, for all questions, regardless of their difficulty. This neglect of

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20:57

Embodied Agents Meet Personalization: Exploring...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 42 | cs.CL Authors: Taeyoon Kwon, Dongwook Choi, Sunghwan Kim, Hyojun Kim, Seungjun Moon, Beong-woo Kwak, Kuan-Hao Huang, Jinyoung Yeo Title: Embodied Agents Meet Personalization: Exploring Memory Utilization for Personalized Assistance Arxiv: http://arxiv.org/abs/2505.16348v1 Abstract: Embodied agents empowered by large language models (LLMs) have shown strong

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22:44

ARM: Adaptive Reasoning Model

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 40 | cs.CL Authors: Siye Wu, Jian Xie, Yikai Zhang, Aili Chen, Kai Zhang, Yu Su, Yanghua Xiao Title: ARM: Adaptive Reasoning Model Arxiv: http://arxiv.org/abs/2505.20258v1 Abstract: While large reasoning models demonstrate strong performance on complex tasks, they lack the ability to adjust reasoning token usage based on task difficulty. This often leads to the

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21:22

Enigmata: Scaling Logical Reasoning in Large Language...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 33 | cs.CL, cs.AI Authors: Jiangjie Chen, Qianyu He, Siyu Yuan, Aili Chen, Zhicheng Cai, Weinan Dai, Hongli Yu, Qiying Yu, Xuefeng Li, Jiaze Chen, Hao Zhou, Mingxuan Wang Title: Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles Arxiv: http://arxiv.org/abs/2505.19914v1 Abstract: Large Language Models (LLMs), such as OpenAI's

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21:22

Deciphering Trajectory-Aided LLM Reasoning: An...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 33 | cs.CL, cs.AI Authors: Junnan Liu, Hongwei Liu, Linchen Xiao, Shudong Liu, Taolin Zhang, Zihan Ma, Songyang Zhang, Kai Chen Title: Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Arxiv: http://arxiv.org/abs/2505.19815v1 Abstract: We propose a novel framework for comprehending the reasoning capabilities of large language models (LLMs)

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23:16

B-score: Detecting biases in large language models...

Daily Paper Cast ·

2025/05/28

🤗 Upvotes: 25 | cs.LG, cs.CL Authors: An Vo, Mohammad Reza Taesiri, Daeyoung Kim, Anh Totti Nguyen Title: B-score: Detecting biases in large language models using response history Arxiv: http://arxiv.org/abs/2505.18545v1 Abstract: Large language models (LLMs) often exhibit strong biases, e.g, against women or in favor of the number 7. We investigate whether LLMs would be able to

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20:40

TabSTAR: A Foundation Tabular Model With Semantically...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 95 | cs.LG, cs.CL Authors: Alan Arazi, Eilam Shapira, Roi Reichart Title: TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations Arxiv: http://arxiv.org/abs/2505.18125v1 Abstract: While deep learning has achieved remarkable success across many domains, it has historically underperformed on tabular learning tasks, which remain dominated by

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24:07

QwenLong-L1: Towards Long-Context Large Reasoning...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 60 | cs.CL Authors: Fanqi Wan, Weizhou Shen, Shengyi Liao, Yingcheng Shi, Chenliang Li, Ziyi Yang, Ji Zhang, Fei Huang, Jingren Zhou, Ming Yan Title: QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.17667v1 Abstract: Recent large reasoning models (LRMs) have demonstrated strong reasoning capabilities

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22:46

Quartet: Native FP4 Training Can Be Optimal for Large...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 55 | cs.LG Authors: Roberto L. Castro, Andrei Panferov, Soroush Tabesh, Oliver Sieberling, Jiale Chen, Mahdi Nikdan, Saleh Ashkboos, Dan Alistarh Title: Quartet: Native FP4 Training Can Be Optimal for Large Language Models Arxiv: http://arxiv.org/abs/2505.14669v1 Abstract: The rapid advancement of large language models (LLMs) has been paralleled by unprecedented

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20:36

Reasoning Model is Stubborn: Diagnosing Instruction...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 51 | cs.AI Authors: Doohyuk Jang, Yoonjeon Kim, Chanjae Park, Hyun Ryu, Eunho Yang Title: Reasoning Model is Stubborn: Diagnosing Instruction Overriding in Reasoning Models Arxiv: http://arxiv.org/abs/2505.17225v1 Abstract: Large language models have demonstrated remarkable proficiency in long and complex reasoning tasks. However, they frequently exhibit a problematic

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20:04

One RL to See Them All: Visual Triple Unified...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 51 | cs.CV, cs.CL Authors: Yan Ma, Linge Du, Xuyang Shen, Shaoxiang Chen, Pengfei Li, Qibing Ren, Lizhuang Ma, Yuchao Dai, Pengfei Liu, Junjie Yan Title: One RL to See Them All: Visual Triple Unified Reinforcement Learning Arxiv: http://arxiv.org/abs/2505.18129v1 Abstract: Reinforcement learning (RL) has significantly advanced the reasoning capabilities of

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21:30

Distilling LLM Agent into Small Models with Retrieval...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 49 | cs.CL, cs.AI Authors: Minki Kang, Jongwon Jeong, Seanie Lee, Jaewoong Cho, Sung Ju Hwang Title: Distilling LLM Agent into Small Models with Retrieval and Code Tools Arxiv: http://arxiv.org/abs/2505.17612v1 Abstract: Large language models (LLMs) excel at complex reasoning tasks but remain computationally expensive, limiting their practical deployment. To address

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22:56

QwenLong-CPRS: Towards $\infty$-LLMs with Dynamic...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 39 | cs.CL Authors: Weizhou Shen, Chenliang Li, Fanqi Wan, Shengyi Liao, Shaopeng Lai, Bo Zhang, Yingcheng Shi, Yuning Wu, Gang Fu, Zhansheng Li, Bin Yang, Ji Zhang, Fei Huang, Jingren Zhou, Ming Yan Title: QwenLong-CPRS: Towards $\infty$-LLMs with Dynamic Context Optimization Arxiv: http://arxiv.org/abs/2505.18092v1 Abstract: This technical report presents

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22:03

PhyX: Does Your Model Have the "Wits" for Physical...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 38 | cs.AI Authors: Hui Shen, Taiqiang Wu, Qi Han, Yunta Hsieh, Jizhou Wang, Yuyue Zhang, Yuxin Cheng, Zijian Hao, Yuansheng Ni, Xin Wang, Zhongwei Wan, Kai Zhang, Wendong Xu, Jing Xiong, Ping Luo, Wenhu Chen, Chaofan Tao, Zhuoqing Mao, Ngai Wong Title: PhyX: Does Your Model Have the "Wits" for Physical Reasoning? Arxiv: http://arxiv.org/abs/2505.15929v1 Abstract:

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24:37

Scaling Image and Video Generation via Test-Time...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 33 | cs.CV, cs.AI, cs.LG Authors: Haoran He, Jiajun Liang, Xintao Wang, Pengfei Wan, Di Zhang, Kun Gai, Ling Pan Title: Scaling Image and Video Generation via Test-Time Evolutionary Search Arxiv: http://arxiv.org/abs/2505.17618v1 Abstract: As the marginal cost of scaling computation (data and parameters) during model pre-training continues to increase substantially,

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19:36

MOOSE-Chem3: Toward Experiment-Guided Hypothesis...

Daily Paper Cast ·

2025/05/27

🤗 Upvotes: 25 | cs.CL, cs.AI, cs.CE Authors: Wanhao Liu, Zonglin Yang, Jue Wang, Lidong Bing, Di Zhang, Dongzhan Zhou, Yuqiang Li, Houqiang Li, Erik Cambria, Wanli Ouyang Title: MOOSE-Chem3: Toward Experiment-Guided Hypothesis Ranking via Simulated Experimental Feedback Arxiv: http://arxiv.org/abs/2505.17873v1 Abstract: Hypothesis ranking is a crucial component of automated

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20:49

NovelSeek: When Agent Becomes the Scientist --...

Daily Paper Cast ·

2025/05/24

🤗 Upvotes: 86 | cs.AI, cs.CL, cs.CVAuthors: NovelSeek Team, Bo Zhang, Shiyang Feng, Xiangchao Yan, Jiakang Yuan, Zhiyin Yu, Xiaohan He, Songtao Huang, Shaowei Hou, Zheng Nie, Zhilong Wang, Jinyao Liu, Runmin Ma, Tianshuo Peng, Peng Ye, Dongzhan Zhou, Shufei Zhang, Xiaosong Wang, Yilan Zhang, Meng Li, Zhongying Tu, Xiangyu Yue, Wangli Ouyang, Bowen Zhou, Lei Bai Title: NovelSeek: When Agent Becomes the Scientist -- Building

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2,195 results

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