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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

23:24

S$^2$R: Teaching LLMs to Self-verify and Self-correct...

Daily Paper Cast ·

2025/02/22

🤗 Upvotes: 15 | cs.CL, cs.LG Authors: Ruotian Ma, Peisong Wang, Cheng Liu, Xingyan Liu, Jiaqi Chen, Bang Zhang, Xin Zhou, Nan Du, Jia Li Title: S$^2$R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning Arxiv: http://arxiv.org/abs/2502.12853v1 Abstract: Recent studies have demonstrated the effectiveness of LLM test-time scaling. However, existing approaches

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21:11

Qwen2.5-VL Technical Report

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 97 | cs.CV, cs.CLAuthors: Shuai Bai, Keqin Chen, Xuejing Liu, Jialin Wang, Wenbin Ge, Sibo Song, Kai Dang, Peng Wang, Shijie Wang, Jun Tang, Humen Zhong, Yuanzhi Zhu, Mingkun Yang, Zhaohai Li, Jianqiang Wan, Pengfei Wang, Wei Ding, Zheren Fu, Yiheng Xu, Jiabo Ye, Xi Zhang, Tianbao Xie, Zesen Cheng, Hang Zhang, Zhibo Yang, Haiyang Xu, Junyang Lin Title: Qwen2.5-VL Technical Report Arxiv:

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20:45

RAD: Training an End-to-End Driving Policy via...

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 31 | cs.CV, cs.RO Authors: Hao Gao, Shaoyu Chen, Bo Jiang, Bencheng Liao, Yiang Shi, Xiaoyang Guo, Yuechuan Pu, Haoran Yin, Xiangyu Li, Xinbang Zhang, Ying Zhang, Wenyu Liu, Qian Zhang, Xinggang Wang Title: RAD: Training an End-to-End Driving Policy via Large-Scale 3DGS-based Reinforcement Learning Arxiv: http://arxiv.org/abs/2502.13144v1 Abstract: Existing end-to-end

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24:25

SongGen: A Single Stage Auto-regressive Transformer...

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 28 | cs.SD, cs.AI Authors: Zihan Liu, Shuangrui Ding, Zhixiong Zhang, Xiaoyi Dong, Pan Zhang, Yuhang Zang, Yuhang Cao, Dahua Lin, Jiaqi Wang Title: SongGen: A Single Stage Auto-regressive Transformer for Text-to-Song Generation Arxiv: http://arxiv.org/abs/2502.13128v1 Abstract: Text-to-song generation, the task of creating vocals and accompaniment from textual inputs,

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20:12

MoM: Linear Sequence Modeling with Mixture-of-Memories

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 22 | cs.CL, cs.AI, cs.LG Authors: Jusen Du, Weigao Sun, Disen Lan, Jiaxi Hu, Yu Cheng Title: MoM: Linear Sequence Modeling with Mixture-of-Memories Arxiv: http://arxiv.org/abs/2502.13685v1 Abstract: Linear sequence modeling methods, such as linear attention, state space modeling, and linear RNNs, offer significant efficiency improvements by reducing the complexity of

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21:25

Is That Your Final Answer? Test-Time Scaling Improves...

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 22 | cs.CL Authors: William Jurayj, Jeffrey Cheng, Benjamin Van Durme Title: Is That Your Final Answer? Test-Time Scaling Improves Selective Question Answering Arxiv: http://arxiv.org/abs/2502.13962v1 Abstract: Scaling the test-time compute of large language models has demonstrated impressive performance on reasoning benchmarks. However, existing evaluations of

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22:44

Craw4LLM: Efficient Web Crawling for LLM Pretraining

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 21 | cs.CL Authors: Shi Yu, Zhiyuan Liu, Chenyan Xiong Title: Craw4LLM: Efficient Web Crawling for LLM Pretraining Arxiv: http://arxiv.org/abs/2502.13347v1 Abstract: Web crawl is a main source of large language models' (LLMs) pretraining data, but the majority of crawled web pages are discarded in pretraining due to low data quality. This paper presents Crawl4LLM, an

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25:16

LongPO: Long Context Self-Evolution of Large Language...

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 19 | cs.CL, cs.LG Authors: Guanzheng Chen, Xin Li, Michael Qizhe Shieh, Lidong Bing Title: LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization Arxiv: http://arxiv.org/abs/2502.13922v2 Abstract: Large Language Models (LLMs) have demonstrated remarkable capabilities through pretraining and alignment. However,

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20:02

Small Models Struggle to Learn from Strong Reasoners

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 17 | cs.AI Authors: Yuetai Li, Xiang Yue, Zhangchen Xu, Fengqing Jiang, Luyao Niu, Bill Yuchen Lin, Bhaskar Ramasubramanian, Radha Poovendran Title: Small Models Struggle to Learn from Strong Reasoners Arxiv: http://arxiv.org/abs/2502.12143v1 Abstract: Large language models (LLMs) excel in complex reasoning tasks, and distilling their reasoning capabilities into

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22:30

Autellix: An Efficient Serving Engine for LLM Agents...

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 15 | cs.LG, cs.AI, cs.DC Authors: Michael Luo, Xiaoxiang Shi, Colin Cai, Tianjun Zhang, Justin Wong, Yichuan Wang, Chi Wang, Yanping Huang, Zhifeng Chen, Joseph E. Gonzalez, Ion Stoica Title: Autellix: An Efficient Serving Engine for LLM Agents as General Programs Arxiv: http://arxiv.org/abs/2502.13965v1 Abstract: Large language model (LLM) applications are evolving

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22:04

SearchRAG: Can Search Engines Be Helpful for...

Daily Paper Cast ·

2025/02/21

🤗 Upvotes: 10 | cs.CL, cs.AI, cs.IR, cs.IT, math.IT Authors: Yucheng Shi, Tianze Yang, Canyu Chen, Quanzheng Li, Tianming Liu, Xiang Li, Ninghao Liu Title: SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering? Arxiv: http://arxiv.org/abs/2502.13233v1 Abstract: Large Language Models (LLMs) have shown remarkable capabilities in general domains but

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21:52

Soundwave: Less is More for Speech-Text Alignment in...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 65 | cs.CL, cs.AI, cs.SDAuthors: Yuhao Zhang, Zhiheng Liu, Fan Bu, Ruiyu Zhang, Benyou Wang, Haizhou Li Title: Soundwave: Less is More for Speech-Text Alignment in LLMs Arxiv: http://arxiv.org/abs/2502.12900v1 Abstract: Existing end-to-end speech large language models (LLMs) usually rely on large-scale annotated data for training, while data-efficient training has

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23:08

Cramming 1568 Tokens into a Single Vector and Back...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 51 | cs.CL, cs.LG Authors: Yuri Kuratov, Mikhail Arkhipov, Aydar Bulatov, Mikhail Burtsev Title: Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity Arxiv: http://arxiv.org/abs/2502.13063v1 Abstract: A range of recent works addresses the problem of compression of sequence of tokens into a shorter sequence of

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18:43

Continuous Diffusion Model for Language Modeling

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 44 | cs.LG Authors: Jaehyeong Jo, Sung Ju Hwang Title: Continuous Diffusion Model for Language Modeling Arxiv: http://arxiv.org/abs/2502.11564v1 Abstract: Diffusion models have emerged as a promising alternative to autoregressive models in modeling discrete categorical data. Yet diffusion models that directly work on discrete data space do not fully exploit the power

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21:18

Phantom: Subject-consistent video generation via...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 42 | cs.CV, cs.AI Authors: Lijie Liu, Tianxiang Ma, Bingchuan Li, Zhuowei Chen, Jiawei Liu, Qian He, Xinglong Wu Title: Phantom: Subject-consistent video generation via cross-modal alignment Arxiv: http://arxiv.org/abs/2502.11079v1 Abstract: The continuous development of foundational models for video generation is evolving into various applications, with

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22:39

Rethinking Diverse Human Preference Learning through...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 33 | cs.AI, cs.CL Authors: Feng Luo, Rui Yang, Hao Sun, Chunyuan Deng, Jiarui Yao, Jingyan Shen, Huan Zhang, Hanjie Chen Title: Rethinking Diverse Human Preference Learning through Principal Component Analysis Arxiv: http://arxiv.org/abs/2502.13131v1 Abstract: Understanding human preferences is crucial for improving foundation models and building personalized AI

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23:02

Magma: A Foundation Model for Multimodal AI Agents

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 30 | cs.CV, cs.AI, cs.HC, cs.LG, cs.RO Authors: Jianwei Yang, Reuben Tan, Qianhui Wu, Ruijie Zheng, Baolin Peng, Yongyuan Liang, Yu Gu, Mu Cai, Seonghyeon Ye, Joel Jang, Yuquan Deng, Lars Liden, Jianfeng Gao Title: Magma: A Foundation Model for Multimodal AI Agents Arxiv: http://arxiv.org/abs/2502.13130v1 Abstract: We present Magma, a foundation model that serves

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21:52

Multimodal Mamba: Decoder-only Multimodal State Space...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 29 | cs.CV Authors: Bencheng Liao, Hongyuan Tao, Qian Zhang, Tianheng Cheng, Yingyue Li, Haoran Yin, Wenyu Liu, Xinggang Wang Title: Multimodal Mamba: Decoder-only Multimodal State Space Model via Quadratic to Linear Distillation Arxiv: http://arxiv.org/abs/2502.13145v1 Abstract: Recent Multimodal Large Language Models (MLLMs) have achieved remarkable performance but

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21:29

SoFar: Language-Grounded Orientation Bridges Spatial...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 27 | cs.RO, cs.AI, cs.CV Authors: Zekun Qi, Wenyao Zhang, Yufei Ding, Runpei Dong, Xinqiang Yu, Jingwen Li, Lingyun Xu, Baoyu Li, Xialin He, Guofan Fan, Jiazhao Zhang, Jiawei He, Jiayuan Gu, Xin Jin, Kaisheng Ma, Zhizheng Zhang, He Wang, Li Yi Title: SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object Manipulation Arxiv: http://arxiv.org/abs/2502.13143v1

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20:32

SafeRoute: Adaptive Model Selection for Efficient and...

Daily Paper Cast ·

2025/02/20

🤗 Upvotes: 26 | cs.CL Authors: Seanie Lee, Dong Bok Lee, Dominik Wagner, Minki Kang, Haebin Seong, Tobias Bocklet, Juho Lee, Sung Ju Hwang Title: SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models Arxiv: http://arxiv.org/abs/2502.12464v1 Abstract: Deploying large language models (LLMs) in real-world applications requires

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2,195 results

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