Entity Matching on DBLP-ACM D-A
99.14F1 ScoreRoBERTa
Evaluation results
| Method | Links | |
|---|---|---|
| RoBERTaMode=Fine-tuned2023.10 | 99.14 | |
| DittoMode=Fine-tuned2023.10 | 99 | |
| Llama3.1Prompting=Zero-shot2023.10 | 98.81 | |
| GPT-4Prompting=Zero-shot2023.10 | 98.41 | |
| Llama2Prompting=Zero-shot2023.10 | 97.62 | |
| GPT-miniPrompting=Zero-shot2023.10 | 97.6 | |
| GPT-4oPrompting=Zero-shot2023.10 | 97.06 | |
| MixtralPrompting=Zero-shot2023.10 | 90.32 | |
| Ditto unseenMode=Unseen, Source Training Dataset=DBLP-ACM (D-A), Target Test Dataset=WDC Products2023.10 | 29 | |
| RoBERTa unseenMode=Unseen, Source Training Dataset=DBLP-ACM (D-A), Target Test Dataset=WDC Products2023.10 | 16.25 |