From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning

From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning

1 July 2024

Sheng Zhang

Muhao Chen

Papers citing "From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning"

8 / 8 papers shown

Title
Retrieval-augmented in-context learning for multimodal large language models in disease classification Zaifu Zhan Shuang Zhou Xiaoshan Zhou Yongkang Xiao J. Wang Jiawen Deng He Zhu Yu Hou Rui Zhang 36 0 0 04 May 2025
Mimic In-Context Learning for Multimodal Tasks Yuchu Jiang Jiale Fu Chenduo Hao Xinting Hu Yingzhe Peng Xin Geng Xu Yang 24 0 0 11 Apr 2025
Classifying the Unknown: In-Context Learning for Open-Vocabulary Text and Symbol Recognition Tom Simon William Mocaer Pierrick Tranouez Clément Chatelain Thierry Paquet MLLM VLM 49 0 0 09 Apr 2025
VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding Kangsan Kim G. Park Youngwan Lee Woongyeong Yeo Sung Ju Hwang 86 3 0 03 Dec 2024
mDPO: Conditional Preference Optimization for Multimodal Large Language Models Fei Wang Wenxuan Zhou James Y. Huang Nan Xu Sheng Zhang Hoifung Poon Muhao Chen 54 15 0 17 Jun 2024
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 301 11,730 0 04 Mar 2022
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 161 401 0 10 Sep 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 274 882 0 18 Apr 2021