ResearchBenchmarksMulti-label Emotion Classification on DepressionEmo (test)Multi-label Emotion Classification on DepressionEmo (test)Follow77.23M-F1APOLO57.501262.623167.74572.8669Jan 20, 2026Evaluation resultsMethodMethodLinksM-F1Error Rate (EMR)PMAAPOLOBackbone=DeepSeek-V3Backbone=DeepSeek-V32026.0177.2327.1596.8APOLOBackbone=Qwen3-32BBackbone=Qwen3-32B2026.0171.5530.0293.38APOLOBackbone=GPT-5-miniBackbone=GPT-5-mini2026.0170.1128.9291.17OriginBackbone=DeepSeek-V3Backbone=DeepSeek-V32026.0165.0410.8286.31OriginBackbone=Qwen3-32BBackbone=Qwen3-32B2026.0159.3311.9260.04OriginBackbone=GPT-5-miniBackbone=GPT-5-mini2026.0158.2611.1558.61