ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction

• Main Authors: HE, Jiabang, WANG, Lei, HU, Yi, LIU, Ning, LIU, Hui, XU, Xing, SHEN, Heng Tao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Artificial Intelligence and Robotics; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/8718; https://ink.library.smu.edu.sg/context/sis_research/article/9721/viewcontent/He_ICL_D3IE_In_Context_Learning_with_Diverse_Demonstrations_Updating_for_Document_Information_ICCV_2023_av.pdf
• Institution: Singapore Management University

arge language models (LLMs), such as GPT-3 and ChatGPT, have demonstrated remarkable results in various natural language processing (NLP) tasks with in-context learning, which involves inference based on a few demonstration examples. Despite their successes in NLP tasks, no investigation has been co...