Entity Matching on WDC Products (test)
89.61F1 ScoreGPT-4
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-4Prompting=Zero-shot2023.10 | 89.61 | — | — | |
| GPT-4oPrompting=Zero-shot2023.10 | 87.64 | — | — | |
| Kimi K2.6Matching Strategy=Zero-shot direct matching2026.06 | 87.2 | 15.26 | 15.03 | |
| Qwen 3.6 PlusMatching Strategy=Zero-shot direct matching2026.06 | 86.91 | — | — | |
| DittoMode=Fine-tuned2023.10 | 84.9 | — | — | |
| GPT-5.2Matching Strategy=Zero-shot direct matching2026.06 | 84.47 | — | — | |
| GPT-miniPrompting=Zero-shot2023.10 | 81.15 | — | — | |
| RoBERTaMode=Fine-tuned2023.10 | 77.53 | — | — | |
| Ditto (Best m.l. set)Model=Ditto (RoBERTa), Training Set=Machine-labeled (Best strategy)2026.06 | 72.17 | — | — | |
| Ditto (Benchmark set)Model=Ditto (RoBERTa), Training Set=Gold Benchmark2026.06 | 71.94 | — | — | |
| Llama3.1Prompting=Zero-shot2023.10 | 69.09 | — | — | |
| MixtralPrompting=Zero-shot2023.10 | 53.37 | — | — | |
| Llama2Prompting=Zero-shot2023.10 | 49.06 | — | — |