Pair-level judgement consistently outperforms dialogue-level generation for LLM-based ECPEC because models recognize pairs under explicit queries but fail at set-level discovery and shared-threshold decisions.
P et K az at S em E val-2024 Task 3: Advancing Emotion Classification with an LLM for Emotion-Cause Pair Extraction in Conversations
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Generation or Judgement? A Paradigm Perspective on LLM-Based Emotion-Cause Pair Extraction in Conversation
Pair-level judgement consistently outperforms dialogue-level generation for LLM-based ECPEC because models recognize pairs under explicit queries but fail at set-level discovery and shared-threshold decisions.