Entity Matching on Walmart-Amazon
89.67F1 ScoreGPT-4
Evaluation Results
| Method | Links | |
|---|---|---|
| GPT-4Prompting=Zero-shot2023.10 | 89.67 | |
| RoBERTaMode=Fine-tuned2023.10 | 87.02 | |
| GPT-3-175Bk=102022.05 | 87 | |
| Ditto2022.05 | 86.76 | |
| GPT-4oPrompting=Zero-shot2023.10 | 86.65 | |
| GPT-miniPrompting=Zero-shot2023.10 | 86.58 | |
| DittoMode=Fine-tuned2023.10 | 86.39 | |
| Llama3.1Prompting=Zero-shot2023.10 | 84.85 | |
| Magellan2022.05 | 71.9 | |
| MixtralPrompting=Zero-shot2023.10 | 70.44 | |
| Llama2Prompting=Zero-shot2023.10 | 63.91 | |
| GPT-3-175Bk=02022.05 | 60.6 | |
| RoBERTa unseenMode=Unseen, Source Training Dataset=Walmart-Amazon (W-A), Target Test Dataset=WDC Products2023.10 | 36.46 | |
| Ditto unseenMode=Unseen, Source Training Dataset=Walmart-Amazon (W-A), Target Test Dataset=WDC Products2023.10 | 31.55 |