Entity Matching on Fodors-Zagats
100F1 ScoreMagellan
Evaluation Results
| Method | Links | |
|---|---|---|
| Magellan2022.05 | 100 | |
| Ditto2022.05 | 100 | |
| GPT-3-175Bk=102022.05 | 100 | |
| DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 94.7 | |
| DITTOModel Category=Per-dataset trained2026.06 | 94.7 | |
| FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 92.5 | |
| FlexTab-MatchModel Category=In-context learners2026.06 | 92.5 | |
| Deepmatch RNNModel Category=Per-dataset trained2026.06 | 89.5 | |
| Deepmatch AttnModel Category=Per-dataset trained2026.06 | 89.5 | |
| NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 88 | |
| NGramHash EmbeddingsModel Category=Embedding similarity2026.06 | 88 | |
| GPT-3-175Bk=02022.05 | 87.2 | |
| Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 87.1 | |
| Deepmatch HybridModel Category=Per-dataset trained2026.06 | 87.1 | |
| FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 81.5 | |
| FlexTab EmbeddingsModel Category=Embedding similarity2026.06 | 81.5 | |
| Skrub EmbeddingsModel Category=Embedding similarity2026.06 | 61.4 | |
| TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 41.2 | |
| TabPFN EmbeddingsModel Category=Embedding similarity2026.06 | 41.2 | |
| TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 36.9 | |
| TabICLModel Category=In-context learners2026.06 | 36.9 | |
| TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 29.4 | |
| TabPFNModel Category=In-context learners2026.06 | 29.4 | |
| ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 23.2 | |
| ConTextTabModel Category=In-context learners2026.06 | 23.2 | |
| FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 12.7 | |
| FlexTabModel Category=In-context learners2026.06 | 12.7 | |
| TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 4.7 | |
| TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 0 | |
| Deepmatch SIFModel Category=Per-dataset trained2026.06 | 0 |