Title
Sherlock: Self-Correcting Reasoning in Vision-Language Models Yi Ding Ruqi Zhang ReLM LRM VLM 101 0 0 28 May 2025
VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models Jiacheng Ruan Wenzhen Yuan Xian Gao Ye Guo Daoxin Zhang Zhe Xu Yao Hu Ting Liu Yuzhuo Fu LRM VLM 162 6 0 10 Mar 2025
SHAPE : Self-Improved Visual Preference Alignment by Iteratively Generating Holistic Winner Kejia Chen Jiawen Zhang Jiacong Hu Jiazhen Yang Jian Lou Zunlei Feng Mingli Song 127 0 0 06 Mar 2025
HermesFlow: Seamlessly Closing the Gap in Multimodal Understanding and Generation L. Yang Xinchen Zhang Ye Tian Chenming Shang Minghao Xu Wentao Zhang Tengjiao Wang 142 4 0 17 Feb 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 217 25 0 21 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Xinzhe Ni Zicheng Lin ... Yiyao Yu C. Shi Ruihang Chu Jin Zeng Yujiu Yang LRM 174 25 0 08 Jan 2025
PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models Mingyang Song Zhaochen Su Xiaoye Qu Jiawei Zhou Yu Cheng LRM 136 40 0 06 Jan 2025
Rule Based Rewards for Language Model Safety Tong Mu Alec Helyar Johannes Heidecke Joshua Achiam Andrea Vallone Ian Kivlichan Molly Lin Alex Beutel John Schulman Lilian Weng ALM 109 48 0 02 Nov 2024
GPT-4o System Card OpenAI OpenAI : Aaron Hurst Adam Lerer Adam P. Goucher ... Yuchen He Yuchen Zhang Yujia Jin Yunxing Dai Yury Malkov MLLM 232 1,038 0 25 Oct 2024
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Jiayi He Hehai Lin Q. Wang Yi R. Fung Chenhui Xu ReLM LRM 201 7 0 05 Oct 2024
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning Di Zhang Jianbo Wu Jingdi Lei Tong Che Jiatong Li ... Shufei Zhang Marco Pavone Yuqiang Li Wanli Ouyang Dongzhan Zhou LRM 84 61 0 03 Oct 2024
CAST: Cross-modal Alignment Similarity Test for Vision Language Models Gautier Dagan Olga Loginova Anil Batra CoGe 130 1 0 17 Sep 2024
MiniCPM-V: A GPT-4V Level MLLM on Your Phone Yuan Yao Tianyu Yu Ao Zhang Chongyi Wang Junbo Cui ... Xu Han Guoyang Zeng Dahai Li Zhiyuan Liu Maosong Sun VLM MLLM 122 478 0 03 Aug 2024
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Pan Zhang Xiaoyi Dong Yuhang Zang Yuhang Cao Rui Qian ... Kai Chen Jifeng Dai Yu Qiao Dahua Lin Jiaqi Wang 130 117 0 03 Jul 2024
LLM Critics Help Catch LLM Bugs Nat McAleese Rai Michael Pokorny Juan Felipe Cerón Uribe Evgenia Nitishinskaya Maja Trebacz Jan Leike ALM LRM 80 82 0 28 Jun 2024
VGA: Vision GUI Assistant -- Minimizing Hallucinations through Image-Centric Fine-Tuning Ziyang Meng Yu Dai Zezheng Gong Shaoxiong Guo Minglong Tang Tongquan Wei VLM 75 3 0 20 Jun 2024
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools Team GLM : Aohan Zeng Bin Xu Bowen Wang ... Zhaoyu Wang Zhen Yang Zhengxiao Du Zhenyu Hou Zihan Wang ALM 134 647 0 18 Jun 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 180 33 0 17 Jun 2024
TextGrad: Automatic "Differentiation" via Text Mert Yuksekgonul Federico Bianchi Joseph Boen Sheng Liu Zhi Huang Carlos Guestrin James Zou LLMAG OOD AI4CE 95 48 0 11 Jun 2024
Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B Di Zhang Xiaoshui Huang Dongzhan Zhou Yuqiang Li Wanli Ouyang LRM 102 78 0 11 Jun 2024
Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models Sangmin Woo Donguk Kim Jaehyuk Jang Yubin Choi Changick Kim 96 15 0 28 May 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Dinesh Manocha Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 179 38 0 24 May 2024
Calibrated Self-Rewarding Vision Language Models Yiyang Zhou Zhiyuan Fan Dongjie Cheng Sihan Yang Zhaorun Chen Chenhang Cui Xiyao Wang Yun Li Linjun Zhang Huaxiu Yao VLM 128 34 0 23 May 2024
MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI Kaining Ying Fanqing Meng Jin Wang Zhiqiang Li Han Lin ... Yali Wang Yuning Qiao Ping Luo Kaipeng Zhang Wenqi Shao 84 99 0 24 Apr 2024
Are We on the Right Way for Evaluating Large Vision-Language Models? Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Yuhang Zang ... Haodong Duan Jiaqi Wang Yu Qiao Dahua Lin Feng Zhao VLM 137 302 0 29 Mar 2024
Learning From Correctness Without Prompting Makes LLM Efficient Reasoner Yuxuan Yao Han Wu Zhijiang Guo Biyan Zhou Jiahui Gao Sichun Luo Hanxu Hou Xiaojin Fu Linqi Song LLMAG LRM 123 10 0 28 Mar 2024
MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? Renrui Zhang Dongzhi Jiang Yichi Zhang Haokun Lin Ziyu Guo ... Aojun Zhou Pan Lu Kai-Wei Chang Peng Gao Hongsheng Li 86 253 0 21 Mar 2024
DeepSeek-VL: Towards Real-World Vision-Language Understanding Haoyu Lu Wen Liu Bo Zhang Bing-Li Wang Kai Dong ... Yaofeng Sun Chengqi Deng Hanwei Xu Zhenda Xie Chong Ruan VLM 107 373 0 08 Mar 2024
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning Yiyang Zhou Chenhang Cui Rafael Rafailov Chelsea Finn Huaxiu Yao VLM MLLM 97 122 0 18 Feb 2024
V-STaR: Training Verifiers for Self-Taught Reasoners Arian Hosseini Xingdi Yuan Nikolay Malkin Rameswar Panda Alessandro Sordoni Rishabh Agarwal ReLM LRM 95 137 0 09 Feb 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 152 268 0 29 Jan 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 262 1,216 0 21 Dec 2023
Silkie: Preference Distillation for Large Visual Language Models Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang Liang Chen Yazheng Yang Benyou Wang Lingpeng Kong MLLM 168 80 0 17 Dec 2023
OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation Qidong Huang Xiao-wen Dong Pan Zhang Bin Wang Conghui He Jiaqi Wang Dahua Lin Weiming Zhang Neng H. Yu MLLM 128 206 0 29 Nov 2023
ShareGPT4V: Improving Large Multi-Modal Models with Better Captions Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Conghui He Jiaqi Wang Feng Zhao Dahua Lin MLLM VLM 200 682 0 21 Nov 2023
LLMs cannot find reasoning errors, but can correct them given the error location Gladys Tyen Hassan Mansoor Victor Carbune Peter Chen Tony Mak LRM 128 79 0 14 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 181 2,826 0 05 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 128 665 0 03 Oct 2023
The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Zhengyuan Yang Linjie Li Kevin Qinghong Lin Jianfeng Wang Chung-Ching Lin Nasim Shakouri Mahmoudabadi Lijuan Wang LM&MA 84 646 0 29 Sep 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 127 395 0 25 Sep 2023
OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models Anas Awadalla Irena Gao Josh Gardner Jack Hessel Yusuf Hanafy ... Simon Kornblith Pang Wei Koh Gabriel Ilharco Mitchell Wortsman Ludwig Schmidt MLLM 127 433 0 02 Aug 2023
SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Bohao Li Rui Wang Guangzhi Wang Yuying Ge Yixiao Ge Ying Shan MLLM ELM 126 572 0 30 Jul 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 133 1,059 0 12 Jul 2023
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning Fuxiao Liu Kevin Qinghong Lin Linjie Li Jianfeng Wang Yaser Yacoob Lijuan Wang VLM MLLM 140 286 0 26 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,169 0 29 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 180 2,037 0 17 May 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 309 814 0 17 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 165 2,072 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 571 4,925 0 17 Apr 2023
REFINER: Reasoning Feedback on Intermediate Representations Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 126 182 0 04 Apr 2023