Entity Linkage on Abt-Buy (test)
98.3F1 ScoreSudowoodo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SudowoodoTraining=Fully-supervised, Record Repair=false2022.07 | 98.3 | — | — | |
| SudowoodoTraining=Fully-supervised, Record Repair=true2022.07 | 98.3 | — | — | |
| Kimi K2.6Matching Strategy=Zero-shot direct matching2026.06 | 93.81 | 5.47 | 4.53 | |
| Qwen 3.6 PlusMatching Strategy=Zero-shot direct matching2026.06 | 92.1 | — | — | |
| GPT-5.2Matching Strategy=Zero-shot direct matching2026.06 | 91.53 | — | — | |
| DittoTraining=Fully-supervised2022.07 | 89.8 | — | — | |
| Ditto (Best m.l. set)Model=Ditto (RoBERTa), Training Set=Machine-labeled (Best strategy)2026.06 | 89.28 | — | — | |
| Ditto (Benchmark set)Model=Ditto (RoBERTa), Training Set=Gold Benchmark2026.06 | 88.34 | — | — | |
| CORDEL-AttentionVariant=Attention2020.09 | 64.9 | — | — | |
| DeepMatcherArchitecture=Hybrid2020.09 | 62.8 | — | — | |
| DeepMatcherTraining=Fully-supervised2022.07 | 62.8 | — | — | |
| CORDEL-Context_AttentionVariant=Context_Attention2020.09 | 61.3 | — | — | |
| CORDEL-SumVariant=Sum2020.09 | 58.2 | — | — | |
| DeepMatcherArchitecture=Attention2020.09 | 56.8 | — | — | |
| Magellan2020.09 | 43.6 | — | — | |
| DeepMatcherArchitecture=RNN2020.09 | 39.4 | — | — | |
| DeepMatcherArchitecture=SIF2020.09 | 35.1 | — | — |