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Sentiment and Topic Classification on SST-2 (test)

96.4Macro F1GPT-3 (CC)
78.7283.3187.992.49May 28, 2023

Evaluation results

MethodLinks
GPT-3 (CC)Backbone=GPT-3, Prompting=CC, Shots=8-shot2023.0596.4
GPT-3 (DC)Backbone=GPT-3, Prompting=DC, Shots=8-shot2023.0596.3
GPT-3 (Original)Backbone=GPT-3, Prompting=Original, Shots=8-shot2023.0596
GPT-J (DC)Backbone=GPT-J, Prompting=DC, Shots=8-shot2023.0594
GPT-J (Original)Backbone=GPT-J, Prompting=Original, Shots=8-shot2023.0591
GPT-J (CC)Backbone=GPT-J, Prompting=CC, Shots=8-shot2023.0590.8
RoBERTa-large (Domain-context Calibration)Model=RoBERTa-large, Setting=DC, Evaluation protocol=Zero-shot prompting2023.0587.2
RoBERTa-large (Original)Model=RoBERTa-large, Setting=Original, Evaluation protocol=Zero-shot prompting2023.0582.5
RoBERTa-large (Context Calibration)Model=RoBERTa-large, Setting=CC, Evaluation protocol=Zero-shot prompting2023.0579.4