Aspect Sentiment Triplet Extraction on D2 15Res
66.12F1 ScoreBDTF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BDTFMethod Category=Table-filling2024.06 | 66.12 | 68.76 | 63.71 | |
| MiniConGTSMethod Category=Ours2024.06 | 65.15 | 66.5 | 63.86 | |
| STAGE-2DMethod Category=Table-filling2024.06 | 64.94 | 72.33 | 58.93 | |
| STAGE-3DMethod Category=Table-filling2024.06 | 64.79 | 73.63 | 57.9 | |
| COM-MRCMethod Category=Seq2seq2024.06 | 64.53 | 68.35 | 61.24 | |
| STAGE-1DMethod Category=Table-filling2024.06 | 64.37 | 72.05 | 58.23 | |
| Triple-MRCMethod Category=Seq2seq2024.06 | 62.86 | — | — | |
| EMC-GCNMethod Category=Table-filling2024.06 | 61.93 | 61.54 | 62.47 | |
| DGCNAPMethod Category=Table-filling2024.06 | 61.19 | 62.23 | 60.21 | |
| GTSMethod Category=Table-filling2024.06 | 60.15 | 62.59 | 57.94 | |
| Double-encoderMethod Category=Table-filling2024.06 | 59.27 | 58.55 | 60 | |
| Span-BARTMethod Category=Sequence-tagging2024.06 | 59.26 | 59.14 | 59.38 | |
| BMRC+Method Category=Seq2seq2024.06 | 58.79 | 62.48 | 55.55 | |
| JETMethod Category=Sequence-tagging2024.06 | 57.53 | 64.45 | 51.96 | |
| Dual-MRCMethod Category=Seq2seq2024.06 | 57.21 | 63.78 | 51.87 | |
| Two-stageMethod Category=Pipeline2024.06 | 52.32 | 48.07 | 57.51 | |
| GPT-4OPrompting=few-shot, Method Category=LLM-based2024.06 | 51.95 | 45.57 | 60.41 | |
| GPT-3.5-turboPrompting=few-shot, Method Category=LLM-based2024.06 | 51.39 | 43.34 | 63.09 | |
| Li-unified-R+PD#Method Category=Pipeline2024.06 | 47.82 | 44.72 | 51.39 | |
| GPT-3.5-turboPrompting=CoT, Method Category=LLM-based2024.06 | 46.57 | 39.51 | 56.7 | |
| GPT-3.5-turboPrompting=CoT+few-shot, Method Category=LLM-based2024.06 | 46.02 | 39.02 | 56.08 | |
| GPT-3.5-turboPrompting=zero-shot, Method Category=LLM-based2024.06 | 43.02 | 36.02 | 53.4 | |
| GPT-4OPrompting=CoT+few-shot, Method Category=LLM-based2024.06 | 42.47 | 35.08 | 53.81 | |
| GPT-4OPrompting=CoT, Method Category=LLM-based2024.06 | 40.1 | 33.07 | 50.93 | |
| GPT-4OPrompting=zero-shot, Method Category=LLM-based2024.06 | 32.05 | 27.85 | 37.73 |