Title
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement Learning Yuqi Liu Tianyuan Qu Zhisheng Zhong Bohao Peng Shu Liu Bei Yu Jiaya Jia VLM LRM 82 2 0 17 May 2025
Seed1.5-VL Technical Report D. Guo Faming Wu Feida Zhu Fuxing Leng Guang Shi ... Kai Hua Kai Liu Kai Shen Kai Zhang Ke Shen MLLM VLM LRM 38 8 0 11 May 2025
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains Qianchu Liu Sheng Zhang Guanghui Qin Timothy Ossowski Yu Gu ... Sam Preston Mu-Hsin Wei Paul Vozila Tristan Naumann Hoifung Poon OOD LRM VLM 75 6 0 06 May 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 105 17 0 10 Apr 2025
Perception-R1: Pioneering Perception Policy with Reinforcement Learning En Yu Kangheng Lin Liang Zhao Jisheng Yin Yana Wei ... Zheng Ge Xiangyu Zhang Daxin Jiang Jingyu Wang Wenbing Tao VLM OffRL LRM 54 10 0 10 Apr 2025
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering Ahmed Masry Mohammed Saidul Islam Mahir Ahmed Aayush Bajaj Firoz Kabir ... Mehrad Shahmohammadi Megh Thakkar Md. Rizwan Parvez E. Hoque Shafiq Joty ELM 73 2 0 07 Apr 2025
ScreenSpot-Pro: GUI Grounding for Professional High-Resolution Computer Use Kaixin Li Ziyang Meng Hongzhan Lin Ziyang Luo Yuchen Tian Jing Ma Zhiyong Huang Tat-Seng Chua 53 14 0 04 Apr 2025
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Yan Ma Steffi Chern Xuyang Shen Yiran Zhong Pengfei Liu OffRL LRM 81 8 0 03 Apr 2025
OThink-MR1: Stimulating multimodal generalized reasoning capabilities via dynamic reinforcement learning Zhiyuan Liu Yuting Zhang Feng Liu Changwang Zhang Ying Sun Jun Wang LRM 96 8 0 20 Mar 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zheng Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 106 131 0 18 Mar 2025
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding Xinyu Ma Ziyang Ding Zhicong Luo Chong Chen Zonghao Guo Derek F. Wong Xiaoyi Feng Maosong Sun VLM LRM 88 3 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 89 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 134 52 0 10 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 93 85 0 09 Mar 2025
Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement Yuqi Liu Bohao Peng Zhisheng Zhong Zihao Yue Fanbin Lu Bei Yu Jiaya Jia LRM VLM 101 29 0 09 Mar 2025
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model Hengguang Zhou Xirui Li Ruochen Wang Minhao Cheng Tianyi Zhou Cho-Jui Hsieh OffRL LRM ReLM 108 43 0 07 Mar 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 144 430 0 20 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 218 1,503 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 181 250 0 22 Jan 2025
MiniMax-01: Scaling Foundation Models with Lightning Attention MiniMax Aonian Li Bangwei Gong Bo Yang Bo Shen ... Zhan Qin Zhenhua Fan Zhihang Yu Z. L. Jiang Zijia Wu MoE 89 37 0 14 Jan 2025
OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning Ling Fu Biao Yang Zhebin Kuang Jiajun Song Yuzhe Li ... Jingqun Tang Wei Chen Lianwen Jin Yunxing Liu Xiang Bai 48 22 0 31 Dec 2024
OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework Jian Hu Xibin Wu Weixun Wang OpenLLMAI Team Dehao Zhang Yu Cao AI4CE VLM 55 108 0 20 May 2024
TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains Yoonsik Kim Moonbin Yim Ka Yeon Song LMTD 83 20 0 30 Apr 2024
ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning Renqiu Xia Bo Zhang Hancheng Ye Xiangchao Yan Qi Liu ... Min Dou Botian Shi Junchi Yan Junchi Yan Yu Qiao LRM 88 61 0 19 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 148 833 0 27 Nov 2023
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 151 30,069 0 01 Mar 2022
Datasets: A Community Library for Natural Language Processing Quentin Lhoest Albert Villanova del Moral Yacine Jernite A. Thakur Patrick von Platen ... Thibault Goehringer Victor Mustar François Lagunas Alexander M. Rush Thomas Wolf 131 596 0 07 Sep 2021
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning Pan Lu Ran Gong Shibiao Jiang Liang Qiu Siyuan Huang Xiaodan Liang Song-Chun Zhu AIMat LRM 35 223 0 10 May 2021
On the General Value of Evidence, and Bilingual Scene-Text Visual Question Answering Xinyu Wang Yuliang Liu Chunhua Shen Chun Chet Ng Canjie Luo Lianwen Jin C. Chan Anton Van Den Hengel Liangwei Wang 71 95 0 24 Feb 2020
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 275 2,346 0 20 Dec 2016