ResearchBenchmarksEmotion-Cause Pair Identification on PELD (test)Emotion-Cause Pair Identification on PELD (test)Follow54.41M-F1APOLO45.185247.580149.97552.3699Jan 20, 2026Evaluation resultsMethodMethodLinksM-F1APOLOBackbone=Qwen3-32BBackbone=Qwen3-32B2026.0154.41APOLOBackbone=DeepSeek-V3Backbone=DeepSeek-V32026.0153.48APOLOBackbone=GPT-5-miniBackbone=GPT-5-mini2026.0153.15OriginBackbone=Qwen3-32BBackbone=Qwen3-32B2026.0147.02OriginBackbone=GPT-5-miniBackbone=GPT-5-mini2026.0146.09OriginBackbone=DeepSeek-V3Backbone=DeepSeek-V32026.0145.54