Aspect Sentiment Triplet Extraction on D2 14Res
75.59F1 ScoreMiniConGTS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MiniConGTSMethod Category=Ours2024.06 | 75.59 | 76.1 | 75.08 | |
| BDTFMethod Category=Table-filling2024.06 | 74.35 | 75.53 | 73.24 | |
| STAGE-3DMethod Category=Table-filling2024.06 | 73.76 | 78.58 | 69.58 | |
| STAGE-2DMethod Category=Table-filling2024.06 | 73.61 | 78.51 | 69.3 | |
| STAGE-1DMethod Category=Table-filling2024.06 | 73.58 | 79.54 | 68.47 | |
| Triple-MRCMethod Category=Seq2seq2024.06 | 72.45 | — | — | |
| COM-MRCMethod Category=Seq2seq2024.06 | 72.01 | 75.46 | 68.91 | |
| EMC-GCNMethod Category=Table-filling2024.06 | 71.78 | 71.21 | 72.39 | |
| DGCNAPMethod Category=Table-filling2024.06 | 70.72 | 72.9 | 68.69 | |
| Dual-MRCMethod Category=Seq2seq2024.06 | 70.32 | 71.55 | 69.14 | |
| Double-encoderMethod Category=Table-filling2024.06 | 69.55 | 67.95 | 71.23 | |
| BMRC+Method Category=Seq2seq2024.06 | 68.64 | 72.17 | 65.43 | |
| GTSMethod Category=Table-filling2024.06 | 67.5 | 67.76 | 67.29 | |
| Span-BARTMethod Category=Sequence-tagging2024.06 | 65.25 | 65.52 | 64.99 | |
| JETMethod Category=Sequence-tagging2024.06 | 62.4 | 70.56 | 55.94 | |
| GPT-4OPrompting=few-shot, Method Category=LLM-based2024.06 | 59.55 | 54.11 | 66.2 | |
| GPT-3.5-turboPrompting=few-shot, Method Category=LLM-based2024.06 | 57.55 | 51.51 | 65.19 | |
| GPT-3.5-turboPrompting=CoT+few-shot, Method Category=LLM-based2024.06 | 53.85 | 49.41 | 59.15 | |
| GPT-3.5-turboPrompting=CoT, Method Category=LLM-based2024.06 | 53.24 | 48.47 | 59.05 | |
| GPT-4OPrompting=CoT+few-shot, Method Category=LLM-based2024.06 | 52.54 | 46.81 | 59.86 | |
| Two-stageMethod Category=Pipeline2024.06 | 51.46 | 43.24 | 63.66 | |
| GPT-3.5-turboPrompting=zero-shot, Method Category=LLM-based2024.06 | 49.48 | 44.88 | 55.13 | |
| GPT-4OPrompting=CoT, Method Category=LLM-based2024.06 | 46.49 | 41.21 | 53.32 | |
| Li-unified-R+PD#Method Category=Pipeline2024.06 | 42.34 | 40.56 | 44.28 | |
| GPT-4OPrompting=zero-shot, Method Category=LLM-based2024.06 | 35.37 | 32.99 | 38.13 |