Episodes

Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Episode 831 · May 29, 2025 · 22:53

🤗 Upvotes: 37 | cs.CL, cs.AI, cs.CV, cs.LG Authors: Lai Wei, Yuting Li, Chen Wang, Yue Wang, Linghe Kong, Weiran Huang, Lichao Sun ...

SageAttention2++: A More Efficient Implementation of SageAttention2

Episode 830 · May 29, 2025 · 19:42

🤗 Upvotes: 33 | cs.LG, cs.AI, cs.AR, cs.CV Authors: Jintao Zhang, Xiaoming Xu, Jia Wei, Haofeng Huang, Pengle Zhang, Chendong Xiang, Jun Zhu, Ji...

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start

Episode 829 · May 29, 2025 · 21:34

🤗 Upvotes: 31 | cs.CL, cs.AI, cs.CV, cs.LG Authors: Lai Wei, Yuting Li, Kaipeng Zheng, Chen Wang, Yue Wang, Linghe Kong, Lichao Sun, Weiran Huan...

Fostering Video Reasoning via Next-Event Prediction

Episode 828 · May 29, 2025 · 24:54

🤗 Upvotes: 27 | cs.CV, cs.AI, cs.CL Authors: Haonan Wang, Hongfu Liu, Xiangyan Liu, Chao Du, Kenji Kawaguchi, Ye Wang, Tianyu Pang ...

RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination

Episode 827 · May 29, 2025 · 23:21

🤗 Upvotes: 26 | cs.GR, cs.CV, cs.LG Authors: Chong Zeng, Yue Dong, Pieter Peers, Hongzhi Wu, Xin Tong Title: RenderForm...

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Episode 826 · May 28, 2025 · 22:14

🤗 Upvotes: 85 | cs.AI, cs.CL, cs.CV, cs.HC Authors: Qiushi Sun, Zhoumianze Liu, Chang Ma, Zichen Ding, Fangzhi Xu, Zhangyue Yin, Haiteng Zhao, Z...

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs

Episode 825 · May 28, 2025 · 21:06

🤗 Upvotes: 73 | cs.AI, cs.CV Authors: Jiakang Yuan, Tianshuo Peng, Yilei Jiang, Yiting Lu, Renrui Zhang, Kaituo Feng, Chaoyou Fu, Tao Chen, Lei ...

Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers

Episode 824 · May 28, 2025 · 17:55

🤗 Upvotes: 73 | cs.CV, cs.AI, cs.CL, cs.MA Authors: Wei Pang, Kevin Qinghong Lin, Xiangru Jian, Xi He, Philip Torr Title: ...

OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data

Episode 823 · May 28, 2025 · 24:24

🤗 Upvotes: 57 | cs.CV Authors: Yiren Song, Cheng Liu, Mike Zheng Shou Title: OmniConsistency: Learning Style-Agnostic C...

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation

Episode 822 · May 28, 2025 · 19:53

🤗 Upvotes: 49 | cs.CV, cs.AI Authors: Shenghai Yuan, Xianyi He, Yufan Deng, Yang Ye, Jinfa Huang, Bin Lin, Jiebo Luo, Li Yuan Title...

SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond

Episode 821 · May 28, 2025 · 21:52

🤗 Upvotes: 43 | cs.AI, cs.CL Authors: Junteng Liu, Yuanxiang Fan, Zhuo Jiang, Han Ding, Yongyi Hu, Chi Zhang, Yiqi Shi, Shitong Weng, Aili Chen,...

Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning

Episode 820 · May 28, 2025 · 18:54

🤗 Upvotes: 41 | cs.CL, cs.AI Authors: Michael Hassid, Gabriel Synnaeve, Yossi Adi, Roy Schwartz Title: Don't Overthink ...

Exploring the Latent Capacity of LLMs for One-Step Text Generation

Episode 819 · May 28, 2025 · 20:35

🤗 Upvotes: 40 | cs.CL, cs.AI, cs.LG Authors: Gleb Mezentsev, Ivan Oseledets Title: Exploring the Latent Capacity of LLM...

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

Episode 818 · May 28, 2025 · 22:23

🤗 Upvotes: 39 | cs.CL, cs.AI Authors: Amirhosein Ghasemabadi, Keith G. Mills, Baochun Li, Di Niu Title: Guided by Gut: ...

VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization

Episode 817 · May 28, 2025 · 20:58

🤗 Upvotes: 35 | cs.CL, cs.CV Authors: Yunxin Li, Xinyu Chen, Zitao Li, Zhenyu Liu, Longyue Wang, Wenhan Luo, Baotian Hu, Min Zhang ...

Mutarjim: Advancing Bidirectional Arabic-English Translation with a Small Language Model

Episode 816 · May 27, 2025 · 20:46

🤗 Upvotes: 178 | cs.CL, cs.AI Authors: Khalil Hennara, Muhammad Hreden, Mohamed Motaism Hamed, Zeina Aldallal, Sara Chrouf, Safwan AlModhayan ...

Shifting AI Efficiency From Model-Centric to Data-Centric Compression

Episode 815 · May 27, 2025 · 22:14

🤗 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, ...

Alchemist: Turning Public Text-to-Image Data into Generative Gold

Episode 814 · May 27, 2025 · 19:19

🤗 Upvotes: 58 | cs.CV Authors: Valerii Startsev, Alexander Ustyuzhanin, Alexey Kirillov, Dmitry Baranchuk, Sergey Kastryulin Title:...

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Episode 813 · May 27, 2025 · 23:32

🤗 Upvotes: 56 | cs.AI, cs.CE, cs.CL Authors: Guilong Lu, Xuntao Guo, Rongjunchen Zhang, Wenqiao Zhu, Ji Liu Title: BizF...

PATS: Process-Level Adaptive Thinking Mode Switching

Episode 812 · May 27, 2025 · 21:12

🤗 Upvotes: 44 | cs.CL Authors: Yi Wang, Junxiao Liu, Shimao Zhang, Jiajun Chen, Shujian Huang Title: PATS: Process-Leve...

Embodied Agents Meet Personalization: Exploring Memory Utilization for Personalized Assistance

Episode 811 · May 27, 2025 · 20:57

🤗 Upvotes: 42 | cs.CL Authors: Taeyoon Kwon, Dongwook Choi, Sunghwan Kim, Hyojun Kim, Seungjun Moon, Beong-woo Kwak, Kuan-Hao Huang, Jinyoung Ye...

ARM: Adaptive Reasoning Model

Episode 810 · May 27, 2025 · 22:44

🤗 Upvotes: 40 | cs.CL Authors: Siye Wu, Jian Xie, Yikai Zhang, Aili Chen, Kai Zhang, Yu Su, Yanghua Xiao Title: ARM: Ad...

Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles

Episode 809 · May 27, 2025 · 21:22

🤗 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...

Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective

Episode 808 · May 27, 2025 · 21:22

🤗 Upvotes: 33 | cs.CL, cs.AI Authors: Junnan Liu, Hongwei Liu, Linchen Xiao, Shudong Liu, Taolin Zhang, Zihan Ma, Songyang Zhang, Kai Chen ...

B-score: Detecting biases in large language models using response history

Episode 807 · May 27, 2025 · 23:16

🤗 Upvotes: 25 | cs.LG, cs.CL Authors: An Vo, Mohammad Reza Taesiri, Daeyoung Kim, Anh Totti Nguyen Title: B-score: Dete...

TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations

Episode 806 · May 26, 2025 · 20:40

🤗 Upvotes: 95 | cs.LG, cs.CL Authors: Alan Arazi, Eilam Shapira, Roi Reichart Title: TabSTAR: A Foundation Tabular Mode...

QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Episode 805 · May 26, 2025 · 24:07

🤗 Upvotes: 60 | cs.CL Authors: Fanqi Wan, Weizhou Shen, Shengyi Liao, Yingcheng Shi, Chenliang Li, Ziyi Yang, Ji Zhang, Fei Huang, Jingren Zhou,...

Quartet: Native FP4 Training Can Be Optimal for Large Language Models

Episode 804 · May 26, 2025 · 22:46

🤗 Upvotes: 55 | cs.LG Authors: Roberto L. Castro, Andrei Panferov, Soroush Tabesh, Oliver Sieberling, Jiale Chen, Mahdi Nikdan, Saleh Ashkboos, ...

Reasoning Model is Stubborn: Diagnosing Instruction Overriding in Reasoning Models

Episode 803 · May 26, 2025 · 20:36

🤗 Upvotes: 51 | cs.AI Authors: Doohyuk Jang, Yoonjeon Kim, Chanjae Park, Hyun Ryu, Eunho Yang Title: Reasoning Model is...

One RL to See Them All: Visual Triple Unified Reinforcement Learning

Episode 802 · May 26, 2025 · 20:04

🤗 Upvotes: 51 | cs.CV, cs.CL Authors: Yan Ma, Linge Du, Xuyang Shen, Shaoxiang Chen, Pengfei Li, Qibing Ren, Lizhuang Ma, Yuchao Dai, Pengfei Li...