Advancing Emotion Classification with an LLM for Emotion-Cause Pair Extraction in Conversations

A two-stage pipeline combining a fine-tuned LLM for emotion classification and a BiLSTM-based network for cause extraction achieves state-of-the-art performance on the SemEval-2024 Task 3 "The Competition of Multimodal Emotion Cause Analysis in Conversations".