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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

23:19

ReTool: Reinforcement Learning for Strategic Tool Use...

Daily Paper Cast ·

2025/04/18

🤗 Upvotes: 27 | cs.CL, cs.AI Authors: Jiazhan Feng, Shijue Huang, Xingwei Qu, Ge Zhang, Yujia Qin, Baoquan Zhong, Chengquan Jiang, Jinxin Chi, Wanjun Zhong Title: ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Arxiv: http://arxiv.org/abs/2504.11536v2 Abstract: While reasoning models (e.g., DeepSeek R1) trained with reinforcement learning (RL), excel in textual

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21:56

xVerify: Efficient Answer Verifier for Reasoning...

Daily Paper Cast ·

2025/04/17

🤗 Upvotes: 63 | cs.CLAuthors: Ding Chen, Qingchen Yu, Pengyuan Wang, Wentao Zhang, Bo Tang, Feiyu Xiong, Xinchi Li, Minchuan Yang, Zhiyu Li Title: xVerify: Efficient Answer Verifier for Reasoning Model Evaluations Arxiv: http://arxiv.org/abs/2504.10481v1 Abstract: With the release of the o1 model by OpenAI, reasoning models adopting slow thinking strategies have gradually

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20:14

Genius: A Generalizable and Purely Unsupervised...

Daily Paper Cast ·

2025/04/17

🤗 Upvotes: 41 | cs.CL, cs.AI, cs.LG Authors: Fangzhi Xu, Hang Yan, Chang Ma, Haiteng Zhao, Qiushi Sun, Kanzhi Cheng, Junxian He, Jun Liu, Zhiyong Wu Title: Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning Arxiv: http://arxiv.org/abs/2504.08672v1 Abstract: Advancing LLM reasoning skills has captivated wide interest. However, current

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22:09

How Instruction and Reasoning Data shape...

Daily Paper Cast ·

2025/04/17

🤗 Upvotes: 30 | cs.LG, cs.AI, cs.CL Authors: Ming Li, Yanhong Li, Ziyue Li, Tianyi Zhou Title: How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients Arxiv: http://arxiv.org/abs/2504.10766v1 Abstract: As the post-training of large language models (LLMs) advances from instruction-following to complex reasoning tasks,

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19:59

Heimdall: test-time scaling on the generative...

Daily Paper Cast ·

2025/04/17

🤗 Upvotes: 28 | cs.AI, I.2.7 Authors: Wenlei Shi, Xing Jin Title: Heimdall: test-time scaling on the generative verification Arxiv: http://arxiv.org/abs/2504.10337v2 Abstract: An AI system can create and maintain knowledge only to the extent that it can verify that knowledge itself. Recent work on long Chain-of-Thought reasoning has demonstrated great potential of LLMs on

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20:48

Pixel-SAIL: Single Transformer For Pixel-Grounded...

Daily Paper Cast ·

2025/04/17

🤗 Upvotes: 23 | cs.CV Authors: Tao Zhang, Xiangtai Li, Zilong Huang, Yanwei Li, Weixian Lei, Xueqing Deng, Shihao Chen, Shunping Ji, Jiashi Feng Title: Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding Arxiv: http://arxiv.org/abs/2504.10465v1 Abstract: Multimodal Large Language Models (MLLMs) achieve remarkable performance for fine-grained pixel-level understanding

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22:23

TextArena

Daily Paper Cast ·

2025/04/17

🤗 Upvotes: 21 | cs.CL, cs.AI, cs.LG, cs.MA Authors: Leon Guertler, Bobby Cheng, Simon Yu, Bo Liu, Leshem Choshen, Cheston Tan Title: TextArena Arxiv: http://arxiv.org/abs/2504.11442v1 Abstract: TextArena is an open-source collection of competitive text-based games for training and evaluation of agentic behavior in Large Language Models (LLMs). It spans 57+ unique environments

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22:48

InternVL3: Exploring Advanced Training and Test-Time...

Daily Paper Cast ·

2025/04/16

🤗 Upvotes: 172 | cs.CVAuthors: Jinguo Zhu, Weiyun Wang, Zhe Chen, Zhaoyang Liu, Shenglong Ye, Lixin Gu, Yuchen Duan, Hao Tian, Weijie Su, Jie Shao, Zhangwei Gao, Erfei Cui, Yue Cao, Yangzhou Liu, Xingguang Wei, Hongjie Zhang, Haomin Wang, Weiye Xu, Hao Li, Jiahao Wang, Dengnian Chen, Songze Li, Yinan He, Tan Jiang, Jiapeng Luo, Yi Wang, Conghui He, Botian Shi, Xingcheng Zhang, Wenqi Shao, Junjun He, Yingtong Xiong, Wenwen Qu, Peng Sun, Penglong Jiao,

en

23:55

PRIMA.CPP: Speeding Up 70B-Scale LLM Inference on...

Daily Paper Cast ·

2025/04/16

🤗 Upvotes: 95 | cs.DC, cs.AI, 68T50, I.2.7; I.2.11 Authors: Zonghang Li, Tao Li, Wenjiao Feng, Mohsen Guizani, Hongfang Yu Title: PRIMA.CPP: Speeding Up 70B-Scale LLM Inference on Low-Resource Everyday Home Clusters Arxiv: http://arxiv.org/abs/2504.08791v1 Abstract: Emergency of DeepSeek R1 and QwQ 32B have broken through performance barriers for running frontier large language

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20:43

VL-Rethinker: Incentivizing Self-Reflection of...

Daily Paper Cast ·

2025/04/16

🤗 Upvotes: 36 | cs.LG, cs.AI Authors: Haozhe Wang, Chao Qu, Zuming Huang, Wei Chu, Fangzhen Lin, Wenhu Chen Title: VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Arxiv: http://arxiv.org/abs/2504.08837v1 Abstract: Recently, slow-thinking systems like GPT-o1 and DeepSeek-R1 have demonstrated great potential in solving challenging

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20:26

FUSION: Fully Integration of Vision-Language...

Daily Paper Cast ·

2025/04/16

🤗 Upvotes: 35 | cs.CV Authors: Zheng Liu, Mengjie Liu, Jingzhou Chen, Jingwei Xu, Bin Cui, Conghui He, Wentao Zhang Title: FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Arxiv: http://arxiv.org/abs/2504.09925v1 Abstract: We introduce FUSION, a family of multimodal large language models (MLLMs) with a fully vision-language

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20:08

Iterative Self-Training for Code Generation via...

Daily Paper Cast ·

2025/04/16

🤗 Upvotes: 29 | cs.CL, cs.IR, cs.SE Authors: Nikita Sorokin, Ivan Sedykh, Valentin Malykh Title: Iterative Self-Training for Code Generation via Reinforced Re-Ranking Arxiv: http://arxiv.org/abs/2504.09643v1 Abstract: Generating high-quality code that solves complex programming tasks is challenging, especially with current decoder-based models that produce highly stochastic

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22:48

Seaweed-7B: Cost-Effective Training of Video...

Daily Paper Cast ·

2025/04/15

🤗 Upvotes: 83 | cs.CV, cs.AI Authors: Team Seawead, Ceyuan Yang, Zhijie Lin, Yang Zhao, Shanchuan Lin, Zhibei Ma, Haoyuan Guo, Hao Chen, Lu Qi, Sen Wang, Feng Cheng, Feilong Zuo Xuejiao Zeng, Ziyan Yang, Fangyuan Kong, Zhiwu Qing, Fei Xiao, Meng Wei, Tuyen Hoang, Siyu Zhang, Peihao Zhu, Qi Zhao, Jiangqiao Yan, Liangke Gui, Sheng Bi, Jiashi Li, Yuxi Ren, Rui Wang, Huixia Li, Xuefeng Xiao, Shu Liu, Feng Ling, Heng Zhang, Houmin Wei, Huafeng Kuang, Jerry

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18:35

GigaTok: Scaling Visual Tokenizers to 3 Billion...

Daily Paper Cast ·

2025/04/15

🤗 Upvotes: 32 | cs.CV Authors: Tianwei Xiong, Jun Hao Liew, Zilong Huang, Jiashi Feng, Xihui Liu Title: GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation Arxiv: http://arxiv.org/abs/2504.08736v1 Abstract: In autoregressive (AR) image generation, visual tokenizers compress images into compact discrete latent tokens, enabling efficient

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19:12

MineWorld: a Real-Time and Open-Source Interactive...

Daily Paper Cast ·

2025/04/15

🤗 Upvotes: 25 | cs.CV, cs.AI Authors: Junliang Guo, Yang Ye, Tianyu He, Haoyu Wu, Yushu Jiang, Tim Pearce, Jiang Bian Title: MineWorld: a Real-Time and Open-Source Interactive World Model on Minecraft Arxiv: http://arxiv.org/abs/2504.08388v1 Abstract: World modeling is a crucial task for enabling intelligent agents to effectively interact with humans and operate in dynamic

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23:04

Kimi-VL Technical Report

Daily Paper Cast ·

2025/04/12

🤗 Upvotes: 71 | cs.CVAuthors: Kimi Team, Angang Du, Bohong Yin, Bowei Xing, Bowen Qu, Bowen Wang, Cheng Chen, Chenlin Zhang, Chenzhuang Du, Chu Wei, Congcong Wang, Dehao Zhang, Dikang Du, Dongliang Wang, Enming Yuan, Enzhe Lu, Fang Li, Flood Sung, Guangda Wei, Guokun Lai, Han Zhu, Hao Ding, Hao Hu, Hao Yang, Hao Zhang, Haoning Wu, Haotian Yao, Haoyu Lu, Heng Wang, Hongcheng Gao, Huabin Zheng, Jiaming Li, Jianlin Su, Jianzhou Wang, Jiaqi Deng, Jiezhong

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22:06

C3PO: Critical-Layer, Core-Expert, Collaborative...

Daily Paper Cast ·

2025/04/12

🤗 Upvotes: 37 | cs.LG Authors: Zhongyang Li, Ziyue Li, Tianyi Zhou Title: C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing Arxiv: http://arxiv.org/abs/2504.07964v1 Abstract: Mixture-of-Experts (MoE) Large Language Models (LLMs) suffer from severely sub-optimal expert pathways-our study reveals that naive expert selection

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22:15

VCR-Bench: A Comprehensive Evaluation Framework for...

Daily Paper Cast ·

2025/04/12

🤗 Upvotes: 34 | cs.CV, cs.AI, cs.CL Authors: Yukun Qi, Yiming Zhao, Yu Zeng, Xikun Bao, Wenxuan Huang, Lin Chen, Zehui Chen, Jie Zhao, Zhongang Qi, Feng Zhao Title: VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning Arxiv: http://arxiv.org/abs/2504.07956v1 Abstract: The advancement of Chain-of-Thought (CoT) reasoning has significantly enhanced

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25:44

DeepSeek-R1 Thoughtology: Let's about LLM Reasoning

Daily Paper Cast ·

2025/04/12

🤗 Upvotes: 33 | cs.CL Authors: Sara Vera Marjanović, Arkil Patel, Vaibhav Adlakha, Milad Aghajohari, Parishad BehnamGhader, Mehar Bhatia, Aditi Khandelwal, Austin Kraft, Benno Krojer, Xing Han Lù, Nicholas Meade, Dongchan Shin, Amirhossein Kazemnejad, Gaurav Kamath, Marius Mosbach, Karolina Stańczak, Siva Reddy Title: DeepSeek-R1 Thoughtology: Let's about LLM Reasoning Arxiv:

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20:05

VisualCloze: A Universal Image Generation Framework...

Daily Paper Cast ·

2025/04/12

🤗 Upvotes: 33 | cs.CV Authors: Zhong-Yu Li, Ruoyi Du, Juncheng Yan, Le Zhuo, Zhen Li, Peng Gao, Zhanyu Ma, Ming-Ming Cheng Title: VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning Arxiv: http://arxiv.org/abs/2504.07960v1 Abstract: Recent progress in diffusion models significantly advances various image generation tasks. However, the current

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1,967 results

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