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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

19:03

Safeguard Fine-Tuned LLMs Through Pre- and...

Daily Paper Cast ·

2024/12/31

🤗 Upvotes: 6 | cs.CL Authors: Hua Farn, Hsuan Su, Shachi H Kumar, Saurav Sahay, Shang-Tse Chen, Hung-yi Lee Title: Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging Arxiv: http://arxiv.org/abs/2412.19512v1 Abstract: Fine-tuning large language models (LLMs) for downstream tasks is a widely adopted approach, but it often leads to safety degradation in

en

25:00

CypherBench: Towards Precise Retrieval over...

Daily Paper Cast ·

2024/12/31

🤗 Upvotes: 3 | cs.CL, cs.AI, cs.DB Authors: Yanlin Feng, Simone Papicchio, Sajjadur Rahman Title: CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era Arxiv: http://arxiv.org/abs/2412.18702v1 Abstract: Retrieval from graph data is crucial for augmenting large language models (LLM) with both open-domain knowledge and private enterprise

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19:39

YuLan-Mini: An Open Data-efficient Language Model

Daily Paper Cast ·

2024/12/28

🤗 Upvotes: 27 | cs.CL Authors: Yiwen Hu, Huatong Song, Jia Deng, Jiapeng Wang, Jie Chen, Kun Zhou, Yutao Zhu, Jinhao Jiang, Zican Dong, Wayne Xin Zhao, Ji-Rong Wen Title: YuLan-Mini: An Open Data-efficient Language Model Arxiv: http://arxiv.org/abs/2412.17743v2 Abstract: Effective pre-training of large language models (LLMs) has been challenging due to the immense resource

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21:47

A Silver Bullet or a Compromise for Full Attention? A...

Daily Paper Cast ·

2024/12/28

🤗 Upvotes: 17 | cs.CL Authors: Chenlong Deng, Zhisong Zhang, Kelong Mao, Shuaiyi Li, Xinting Huang, Dong Yu, Zhicheng Dou Title: A Silver Bullet or a Compromise for Full Attention? A Comprehensive Study of Gist Token-based Context Compression Arxiv: http://arxiv.org/abs/2412.17483v1 Abstract: In this work, we provide a thorough investigation of gist-based context compression

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21:10

MMFactory: A Universal Solution Search Engine for...

Daily Paper Cast ·

2024/12/28

🤗 Upvotes: 4 | cs.CV, cs.AI, cs.CL, cs.LG Authors: Wan-Cyuan Fan, Tanzila Rahman, Leonid Sigal Title: MMFactory: A Universal Solution Search Engine for Vision-Language Tasks Arxiv: http://arxiv.org/abs/2412.18072v1 Abstract: With advances in foundational and vision-language models, and effective fine-tuning techniques, a large number of both general and special-purpose models

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22:18

Molar: Multimodal LLMs with Collaborative Filtering...

Daily Paper Cast ·

2024/12/28

🤗 Upvotes: 2 | cs.IR, cs.AI Authors: Yucong Luo, Qitao Qin, Hao Zhang, Mingyue Cheng, Ruiran Yan, Kefan Wang, Jie Ouyang Title: Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation Arxiv: http://arxiv.org/abs/2412.18176v1 Abstract: Sequential recommendation (SR) systems have evolved significantly over the past decade, transitioning

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22:07

DepthLab: From Partial to Complete

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 21 | cs.CVAuthors: Zhiheng Liu, Ka Leong Cheng, Qiuyu Wang, Shuzhe Wang, Hao Ouyang, Bin Tan, Kai Zhu, Yujun Shen, Qifeng Chen, Ping Luo Title: DepthLab: From Partial to Complete Arxiv: http://arxiv.org/abs/2412.18153v1 Abstract: Missing values remain a common challenge for depth data across its wide range of applications, stemming from various causes like incomplete

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21:34

Fourier Position Embedding: Enhancing Attention's...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 20 | cs.AI, cs.CL Authors: Ermo Hua, Che Jiang, Xingtai Lv, Kaiyan Zhang, Ning Ding, Youbang Sun, Biqing Qi, Yuchen Fan, Xue Kai Zhu, Bowen Zhou Title: Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization Arxiv: http://arxiv.org/abs/2412.17739v1 Abstract: Extending the context length of Language Models (LMs) by improving

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22:13

DiTCtrl: Exploring Attention Control in Multi-Modal...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 10 | cs.CV, cs.AI, cs.MM Authors: Minghong Cai, Xiaodong Cun, Xiaoyu Li, Wenze Liu, Zhaoyang Zhang, Yong Zhang, Ying Shan, Xiangyu Yue Title: DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation Arxiv: http://arxiv.org/abs/2412.18597v1 Abstract: Sora-like video generation models have achieved

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24:19

In Case You Missed It: ARC 'Challenge' Is Not That...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 8 | cs.CL, cs.AI Authors: Łukasz Borchmann Title: In Case You Missed It: ARC 'Challenge' Is Not That Challenging Arxiv: http://arxiv.org/abs/2412.17758v1 Abstract: ARC Challenge appears more difficult than ARC Easy for modern LLMs primarily due to an evaluation setup that prevents direct comparison of answer choices rather than inherent complexity. Although some

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20:56

ReMoE: Fully Differentiable Mixture-of-Experts with...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 8 | cs.LG Authors: Ziteng Wang, Jianfei Chen, Jun Zhu Title: ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing Arxiv: http://arxiv.org/abs/2412.14711v1 Abstract: Sparsely activated Mixture-of-Experts (MoE) models are widely adopted to scale up model capacity without increasing the computation budget. However, vanilla TopK routers are trained in a

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22:17

SKETCH: Structured Knowledge Enhanced Text...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 6 | cs.CL Authors: Aakash Mahalingam, Vinesh Kumar Gande, Aman Chadha, Vinija Jain, Divya Chaudhary Title: SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval Arxiv: http://arxiv.org/abs/2412.15443v1 Abstract: Retrieval-Augmented Generation (RAG) systems have become pivotal in leveraging vast corpora to generate informed and contextually

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26:24

PartGen: Part-level 3D Generation and Reconstruction...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 5 | cs.CV Authors: Minghao Chen, Roman Shapovalov, Iro Laina, Tom Monnier, Jianyuan Wang, David Novotny, Andrea Vedaldi Title: PartGen: Part-level 3D Generation and Reconstruction with Multi-View Diffusion Models Arxiv: http://arxiv.org/abs/2412.18608v1 Abstract: Text- or image-to-3D generators and 3D scanners can now produce 3D assets with high-quality shapes and

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22:35

MotiF: Making Text Count in Image Animation with...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 3 | cs.CV, cs.AI Authors: Shijie Wang, Samaneh Azadi, Rohit Girdhar, Saketh Rambhatla, Chen Sun, Xi Yin Title: MotiF: Making Text Count in Image Animation with Motion Focal Loss Arxiv: http://arxiv.org/abs/2412.16153v1 Abstract: Text-Image-to-Video (TI2V) generation aims to generate a video from an image following a text description, which is also referred to as

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25:29

Bridging the Data Provenance Gap Across Text, Speech...

Daily Paper Cast ·

2024/12/26

🤗 Upvotes: 3 | cs.AI, cs.CL, cs.CY, cs.LG, cs.MM Authors: Shayne Longpre, Nikhil Singh, Manuel Cherep, Kushagra Tiwary, Joanna Materzynska, William Brannon, Robert Mahari, Manan Dey, Mohammed Hamdy, Nayan Saxena, Ahmad Mustafa Anis, Emad A. Alghamdi, Vu Minh Chien, Naana Obeng-Marnu, Da Yin, Kun Qian, Yizhi Li, Minnie Liang, An Dinh, Shrestha Mohanty, Deividas Mataciunas, Tobin South, Jianguo Zhang, Ariel N. Lee, Campbell S. Lund, Christopher Klamm,

en

21:39

RobustFT: Robust Supervised Fine-tuning for Large...

Daily Paper Cast ·

2024/12/25

🤗 Upvotes: 64 | cs.CL, cs.AIAuthors: Junyu Luo, Xiao Luo, Kaize Ding, Jingyang Yuan, Zhiping Xiao, Ming Zhang Title: RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response Arxiv: http://arxiv.org/abs/2412.14922v1 Abstract: Supervised fine-tuning (SFT) plays a crucial role in adapting large language models (LLMs) to specific domains or tasks

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20:41

B-STaR: Monitoring and Balancing Exploration and...

Daily Paper Cast ·

2024/12/25

🤗 Upvotes: 29 | cs.AI, cs.CL, cs.LG Authors: Weihao Zeng, Yuzhen Huang, Lulu Zhao, Yijun Wang, Zifei Shan, Junxian He Title: B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners Arxiv: http://arxiv.org/abs/2412.17256v1 Abstract: In the absence of extensive human-annotated data for complex reasoning tasks, self-improvement -- where models are

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24:00

Distilled Decoding 1: One-step Sampling of Image...

Daily Paper Cast ·

2024/12/25

🤗 Upvotes: 26 | cs.CV, cs.LG Authors: Enshu Liu, Xuefei Ning, Yu Wang, Zinan Lin Title: Distilled Decoding 1: One-step Sampling of Image Auto-regressive Models with Flow Matching Arxiv: http://arxiv.org/abs/2412.17153v2 Abstract: Autoregressive (AR) models have achieved state-of-the-art performance in text and image generation but suffer from slow generation due to the

en

21:08

Diving into Self-Evolving Training for Multimodal...

Daily Paper Cast ·

2024/12/25

🤗 Upvotes: 23 | cs.CL, cs.AI, cs.CV, cs.LG Authors: Wei Liu, Junlong Li, Xiwen Zhang, Fan Zhou, Yu Cheng, Junxian He Title: Diving into Self-Evolving Training for Multimodal Reasoning Arxiv: http://arxiv.org/abs/2412.17451v1 Abstract: Reasoning ability is essential for Large Multimodal Models (LMMs). In the absence of multimodal chain-of-thought annotated data, self-evolving

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22:28

Deliberation in Latent Space via Differentiable Cache...

Daily Paper Cast ·

2024/12/25

🤗 Upvotes: 16 | cs.CL, cs.AI, cs.LG Authors: Luyang Liu, Jonas Pfeiffer, Jiaxing Wu, Jun Xie, Arthur Szlam Title: Deliberation in Latent Space via Differentiable Cache Augmentation Arxiv: http://arxiv.org/abs/2412.17747v1 Abstract: Techniques enabling large language models (LLMs) to "think more" by generating and attending to intermediate reasoning steps have shown promise in

en

2,195 results

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