Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

24 May 2024

Parminder Bhatia

Furong Huang

Papers citing "Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement"

12 / 12 papers shown

Title
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 49 52 0 27 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Z. Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Mohit Bansal Huaxiu Yao 49 64 0 27 Apr 2025
CREAM: Consistency Regularized Self-Rewarding Language Models Z. Wang Weilei He Zhiyuan Liang Xuchao Zhang Chetan Bansal Ying Wei Weitong Zhang Huaxiu Yao ALM 77 7 0 16 Oct 2024
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Jiayi He Hehai Lin Q. Wang Yi Ren Fung Heng Ji ReLM LRM 58 34 0 05 Oct 2024
KTO: Model Alignment as Prospect Theoretic Optimization Kawin Ethayarajh Winnie Xu Niklas Muennighoff Dan Jurafsky Douwe Kiela 139 147 0 02 Feb 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 190 133 0 18 Jan 2024
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback M. Steyvers Yuan Yao Haoye Zhang Taiwen He Yifeng Han ... Xinyue Hu Zhiyuan Liu Hai-Tao Zheng Maosong Sun Tat-Seng Chua MLLM VLM 109 56 0 01 Dec 2023
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification Yuhang Zhou Paiheng Xu Xiaoyu Liu Bang An Wei Ai Furong Huang LRM 40 10 0 15 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 111 196 0 07 Nov 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 235 1,899 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 187 608 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 298 8,441 0 04 Mar 2022