Sherlock: Self-Correcting Reasoning in Vision-Language Models

28 May 2025

Papers citing "Sherlock: Self-Correcting Reasoning in Vision-Language Models"

22 / 22 papers shown

Title
NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation Xiangyan Liu Jinjie Ni Zijian Wu Chao Du Longxu Dou Haoran Wang Tianyu Pang Michael Shieh OffRL LRM 285 6 0 17 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 82 56 1 14 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement Xinze Wang Zhiyong Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM LRM VLM 105 10 0 10 Apr 2025
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models Hardy Chen Haoqin Tu Fali Wang Hui Liu Xianfeng Tang Xinya Du Yuyin Zhou Cihang Xie ReLM VLM OffRL LRM 101 20 0 10 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang Chao Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 100 17 0 10 Apr 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization Jingyi Zhang Jiaxing Huang Huanjin Yao Shunyu Liu Xikun Zhang Shijian Lu Dacheng Tao LRM 98 45 0 17 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 82 52 1 13 Mar 2025
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Yingzhe Peng Gongrui Zhang Miaosen Zhang Zhiyuan You Jie Liu Qipeng Zhu Kai Yang Xingzhong Xu Xin Geng Xu Yang LRM ReLM 113 52 0 10 Mar 2025
Self-rewarding correction for mathematical reasoning Wei Xiong Hanning Zhang Chenlu Ye Lichang Chen Nan Jiang Tong Zhang ReLM KELM LRM 100 13 0 26 Feb 2025
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification Linzhuang Sun Hao Liang Jingxuan Wei Bihui Yu Tianpeng Li Fan Yang Guosheng Dong Wentao Zhang LRM 79 10 0 20 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 131 430 0 20 Feb 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zhiqi Huang Zihao Huang Ziyao Xu Zhiyong Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 131 224 0 22 Jan 2025
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale Jarvis Guo Tuney Zheng Yuelin Bai Bo Li Yubo Wang King Zhu Yizhi Li Graham Neubig Wenhu Chen Xiang Yue LRM 89 36 0 06 Dec 2024
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Yong Liu ... Steve Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 117 7 0 27 Nov 2024
LLaVA-Critic: Learning to Evaluate Multimodal Models Tianyi Xiong Xinze Wang Dong Guo Qinghao Ye Haoqi Fan Quanquan Gu Heng Huang Chunyuan Li MLLM VLM LRM 72 43 0 03 Oct 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 74 142 0 16 Jul 2024
Self-Improving Robust Preference Optimization Eugene Choi Arash Ahmadian Matthieu Geist Oilvier Pietquin M. G. Azar 40 9 0 03 Jun 2024
Small Language Models Need Strong Verifiers to Self-Correct Reasoning Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Jaekyeom Kim Moontae Lee Honglak Lee Lu Wang LRM KELM ReLM 51 37 0 26 Apr 2024
Do Large Language Models Latently Perform Multi-Hop Reasoning? Sohee Yang E. Gribovskaya Nora Kassner Mor Geva Sebastian Riedel ReLM LRM 66 96 0 26 Feb 2024
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 129 833 0 27 Nov 2023
A General Theoretical Paradigm to Understand Learning from Human Preferences M. G. Azar Mark Rowland Bilal Piot Daniel Guo Daniele Calandriello Michal Valko Rémi Munos 81 580 0 18 Oct 2023
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 495 9,009 0 28 Jan 2022