ResearchBenchmarksStrategy Prediction on ESConvFollow10.52Macro F1PRINCIPLES4.37365.96937.5659.1607Sep 22, 2025Evaluation ResultsMethodMethodLinksMacro F1Weighted F1EntropyPRINCIPLES2025.0910.5217.671.21AnE2025.097.7813.761.07ProCoT2025.096.949.850.9Proactive2025.096.919.250.87PPDPP2025.096.1511.330.07ICL-AIF2025.094.6110.690.11