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Sentiment Sextuple Extraction on PanoSent 1.0 (val)

44.37Avg F1 (Sextuple Micro/ID)MSGR+SFT-Qwen3-8B+HLOS
28.19832.396536.59540.7935Dec 27, 2025

Evaluation results

MethodLinks
MSGR+SFT-Qwen3-8B+HLOSModules=MSGR + HLOS, Backbone=SFT-Qwen3-8B2025.1244.37
SFT-Qwen3-8B+HLOSModule=Hybrid LLM Optimization Strategy (HLOS), Backbone=SFT-Qwen3-8B2025.1243.59
MSGR+SFT-Qwen3-8BModule=Multi-Sampling Generation and Refinement (MSGR), Backbone=SFT-Qwen3-8B2025.1237.24
SFT-Qwen3-8BTraining=Supervised Fine-Tuning, Backbone=Qwen3-8B2025.1235.61
Sentica (+CoS+PpV)Prompting Strategy=Chain-of-Symbol + PpV2025.1233.95
Sentica (+CoS)Prompting Strategy=Chain-of-Symbol2025.1231.7
Sentica (+CoT)Prompting Strategy=Chain-of-Thought2025.1228.82