Entity Matching on Febrl4
100F1 ScoreDITTO
Evaluation Results
| Method | Links | |
|---|---|---|
| DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 100 | |
| DITTOModel Category=Per-dataset trained2026.06 | 100 | |
| Deepmatch RNNModel Category=Per-dataset trained2026.06 | 99.9 | |
| Deepmatch AttnModel Category=Per-dataset trained2026.06 | 99.9 | |
| Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 99.8 | |
| Deepmatch HybridModel Category=Per-dataset trained2026.06 | 99.8 | |
| NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 99.7 | |
| NGramHash EmbeddingsModel Category=Embedding similarity2026.06 | 99.7 | |
| Deepmatch SIFModel Category=Per-dataset trained2026.06 | 99.5 | |
| FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 99.3 | |
| FlexTab-MatchModel Category=In-context learners2026.06 | 99.3 | |
| FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 98.5 | |
| FlexTab EmbeddingsModel Category=Embedding similarity2026.06 | 98.5 | |
| TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 97.3 | |
| TabPFNModel Category=In-context learners2026.06 | 97.3 | |
| TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 95 | |
| TabICLModel Category=In-context learners2026.06 | 95 | |
| TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 94.8 | |
| ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 83.2 | |
| ConTextTabModel Category=In-context learners2026.06 | 83.2 | |
| FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 79.8 | |
| FlexTabModel Category=In-context learners2026.06 | 79.8 | |
| TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 76 | |
| TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 71.8 | |
| TabPFN EmbeddingsModel Category=Embedding similarity2026.06 | 71.8 | |
| Skrub EmbeddingsModel Category=Embedding similarity2026.06 | 45 |