Entity Matching on DBLP-Scholar (D-S)
94.31F1 ScoreDitto
Evaluation results
| Method | Links | |
|---|---|---|
| DittoMode=Fine-tuned2023.10 | 94.31 | |
| RoBERTaMode=Fine-tuned2023.10 | 93.88 | |
| GPT-4Prompting=Zero-shot2023.10 | 89.82 | |
| GPT-4oPrompting=Zero-shot2023.10 | 89.76 | |
| Llama3.1Prompting=Zero-shot2023.10 | 86.32 | |
| GPT-miniPrompting=Zero-shot2023.10 | 86.11 | |
| Llama2Prompting=Zero-shot2023.10 | 85.46 | |
| MixtralPrompting=Zero-shot2023.10 | 77.75 | |
| Ditto unseenMode=Unseen, Source Training Dataset=DBLP-Scholar (D-S), Target Test Dataset=WDC Products2023.10 | 32.82 | |
| RoBERTa unseenMode=Unseen, Source Training Dataset=DBLP-Scholar (D-S), Target Test Dataset=WDC Products2023.10 | 29.64 |