Implicit Sentiment Analysis on SemEval Laptop 2014 (test)
76.04F1 (All)GPT3+THOR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT3+THORSetting=Zero-shot, Number of Parameters=175B, Backbone=GPT3, Prompting Strategy=THOR (CoT)2023.05 | 76.04 | 73.12 | — | |
| Flan-T5+THORSetting=Zero-shot, Number of Parameters=11B, Backbone=Flan-T5, Prompting Strategy=THOR (CoT)2023.05 | 58.27 | 40.75 | — | |
| Flan-T5+THORSetting=Zero-shot, Number of Parameters=3B, Backbone=Flan-T5, Prompting Strategy=THOR (CoT)2023.05 | 56.36 | 38.16 | — | |
| Flan-T5+ZeroCoTSetting=Zero-shot, Number of Parameters=11B, Backbone=Flan-T5, Prompting Strategy=Zero-shot CoT2023.05 | 55.53 | 35.67 | — | |
| Flan-T5+PromptSetting=Zero-shot, Number of Parameters=11B, Backbone=Flan-T5, Prompting Strategy=Vanilla2023.05 | 54.14 | 33.71 | — | |
| Flan-T5+THORSetting=Zero-shot, Number of Parameters=250M, Backbone=Flan-T5, Prompting Strategy=THOR (CoT)2023.05 | 52.52 | 32.4 | — | |
| Flan-T5+PromptSetting=Zero-shot, Number of Parameters=250M, Backbone=Flan-T5, Prompting Strategy=Vanilla2023.05 | 52.06 | 31.43 | — | |
| BERT+PromptSetting=Zero-shot, Number of Parameters=110M, Backbone=BERT, Prompting Strategy=Vanilla2023.05 | 35.17 | 22.86 | — | |
| BERTAsp+SCAPTSetting=Zero-shot, Number of Parameters=110M, Backbone=BERT2023.05 | 25.77 | 13.7 | — | |
| BERT+RGATSetting=Zero-shot, Number of Parameters=110M, Backbone=BERT2023.05 | 25.68 | 18.26 | — | |
| BERT+SPCSetting=Zero-shot, Number of Parameters=110M, Backbone=BERT2023.05 | 25.34 | 17.71 | — | |
| ABSA-ESA2026.05 | — | — | 77.91 | |
| BERTAsp+SCAPT2026.05 | — | — | 77.59 | |
| DeBERTa+SPCbaseline_implemented_by=authors2026.05 | — | — | 77.26 | |
| Flan-T5+PromptParameters=11B2026.05 | — | — | 78.91 | |
| Flan-T5+THORParameters=11B2026.05 | — | — | 82.43 | |
| GHIBackbone=DeBERTa, Parameters=247M2026.05 | — | — | 81.96 | |
| GPT3+THOR2026.05 | — | — | 73.12 |