Implicit Sentiment Analysis on Restaurant14 ISA original (test)
84.27AccuracyMT-ISA
Evaluation Results
| Method | Links | |
|---|---|---|
| MT-ISAModel=Flan-T5 XXL (11B), Strategy=Output Strategy (O)2024.12 | 84.27 | |
| MT-ISAModel=Flan-T5 XXL (11B), Strategy=Input Strategy (I)2024.12 | 81.27 | |
| Direct fine-tuneModel=Flan-T5 XXL (11B)2024.12 | 75.28 | |
| THORModel=Flan-T5 XXL (11B)2024.12 | 73.03 | |
| BERT Asp + SCAPT†Model=BERT-Base (110M)2024.12 | 72.28 | |
| ABSA-ESA*Model=T5-Base (220M)2024.12 | 70.78 | |
| MT-ISAModel=Flan-T5 Base (250M), Strategy=Input Strategy (I)2024.12 | 70.41 | |
| THORModel=Flan-T5 Base (250M)2024.12 | 68.54 | |
| RGATModel=BERT-Large (340M)2024.12 | 68.05 | |
| RGATModel=BERT-Base (110M)2024.12 | 67.79 | |
| BERT Asp + CEPT†Model=BERT-Base (110M)2024.12 | 67.79 | |
| MT-ISAModel=Flan-T5 Base (250M), Strategy=Output Strategy (O)2024.12 | 66.29 | |
| BERT-ADA+Model=BERT-Base (110M)2024.12 | 65.92 | |
| BERT-SPC+Model=BERT-Base (110M)2024.12 | 65.54 | |
| C³DA+Model=BERT-Base (110M)2024.12 | 65.54 | |
| Direct fine-tuneModel=Flan-T5 Base (250M)2024.12 | 65.17 | |
| GPT-4o-miniProtocol=Zero-shot2024.12 | 61.45 | |
| InstructABSAModel=TK-INSTRUCT (200M)2024.12 | 47.19 | |
| GPT-4o-mini + THORProtocol=Zero-shot2024.12 | 46.07 |