Implicit Sentiment Analysis on Laptop14 ISA original (test)
88.57AccuracyMT-ISA
Evaluation Results
| Method | Links | |
|---|---|---|
| MT-ISAModel=Flan-T5 XXL (11B), Strategy=Output Strategy (O)2024.12 | 88.57 | |
| MT-ISAModel=Flan-T5 XXL (11B), Strategy=Input Strategy (I)2024.12 | 86.29 | |
| MT-ISAModel=Flan-T5 Base (250M), Strategy=Input Strategy (I)2024.12 | 80.57 | |
| ABSA-ESA*Model=T5-Base (220M)2024.12 | 80 | |
| BERT Asp + SCAPT†Model=BERT-Base (110M)2024.12 | 77.59 | |
| THORModel=Flan-T5 XXL (11B)2024.12 | 76.57 | |
| BERT Asp + CEPT†Model=BERT-Base (110M)2024.12 | 75.86 | |
| RGATModel=BERT-Large (340M)2024.12 | 75.43 | |
| Direct fine-tuneModel=Flan-T5 XXL (11B)2024.12 | 75.43 | |
| MT-ISAModel=Flan-T5 Base (250M), Strategy=Output Strategy (O)2024.12 | 75.43 | |
| THORModel=Flan-T5 Base (250M)2024.12 | 74.29 | |
| Direct fine-tuneModel=Flan-T5 Base (250M)2024.12 | 73.71 | |
| InstructABSAModel=TK-INSTRUCT (200M)2024.12 | 73.71 | |
| C³DA+Model=BERT-Base (110M)2024.12 | 73.57 | |
| RGATModel=BERT-Base (110M)2024.12 | 72.99 | |
| BERT-ADA+Model=BERT-Base (110M)2024.12 | 70.11 | |
| BERT-SPC+Model=BERT-Base (110M)2024.12 | 69.54 | |
| GPT-4o-miniProtocol=Zero-shot2024.12 | 64.17 | |
| GPT-4o-mini + THORProtocol=Zero-shot2024.12 | 37.38 |