InstructERC: Reforming Emotion Recognition in Conversation with a Retrieval Multi-task LLMs Framework

arXiv:2309.11911v4 Announce Type: replace
Abstract: The field of emotion recognition of conversation (ERC) has been focusing on separating sentence feature encoding and context modeling, lacking exploration in generative paradigms based on unified designs. In this study, we propose a novel approach,
\textbf{InstructERC}, to reformulate the ERC task from a discriminative framework to a generative framework based on Large Language Models (LLMs).
InstructERC makes three significant contributions: (1) it introduces a simple yet effective retrieval template module, which helps the model …

abstract arxiv context conversation cs.cl designs emotion encoding exploration feature framework generative llms modeling novel recognition retrieval study type