Implicit Sentiment Analysis on SemEval Laptop ISA 2014
82.43F1 ScoreTHOR
Evaluation Results
| Method | Links | |
|---|---|---|
| THORModel Parameters=11B, Backbone=Flan-T5, Evaluation Protocol=Supervised fine-tuning2023.05 | 82.43 | |
| THORModel Parameters=11B, Backbone=Flan-T5, Evaluation Protocol=Supervised fine-tuning, Method Variation=w/o Reason-revising2023.05 | 81.69 | |
| THORModel Parameters=11B, Backbone=Flan-T5, Evaluation Protocol=Supervised fine-tuning, Method Variation=w/o Self-consistency2023.05 | 80.27 | |
| Flan-T5+PromptModel Parameters=11B, Backbone=Flan-T5, Evaluation Protocol=Supervised fine-tuning2023.05 | 78.91 | |
| BERT+ISAIVModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 78.29 | |
| BERTAsp+SCAPTModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 77.59 | |
| Flan-T5+PromptModel Parameters=250M, Backbone=Flan-T5, Evaluation Protocol=Supervised fine-tuning2023.05 | 76.4 | |
| BERTAsp+CEPTModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 75.86 | |
| BERT+PromptModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 75.24 | |
| BERT+RGATModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 72.99 | |
| BERT+ADAModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 70.11 | |
| BERT+SPCModel Parameters=110M, Backbone=BERT, Evaluation Protocol=Supervised fine-tuning2023.05 | 69.54 | |
| THORModel Parameters=250M, Backbone=Flan-T5, Evaluation Protocol=Supervised fine-tuning2023.05 | 67.63 |