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Sentiment Flipping Analysis on PanoSent (val)

86.25Exact Match F1Gemini-2.5-pro+GPT-4.1
54.041262.403170.76579.1269Dec 27, 2025

Evaluation results

MethodLinks
Gemini-2.5-pro+GPT-4.1Backbone=Gemini-2.5-pro + GPT-4.1, Training Strategy=Ensemble2025.1286.25
Gemini-2.5-proBackbone=Gemini-2.5-pro2025.1284.28
GPT-4.1Backbone=GPT-4.12025.1284.11
SFT-Qwen3-8BBackbone=Qwen3-8B, Training Strategy=SFT2025.1265.89
Sentica (+CoS+PpV)Backbone=Sentica, Prompting Strategy=CoS+PpV2025.1262.52
Sentica (+CoS)Backbone=Sentica, Prompting Strategy=CoS2025.1259.4
Sentica (+CoT)Backbone=Sentica, Prompting Strategy=CoT2025.1255.28