Entity Matching on eBooks
89.5F1 ScoreDITTO
Evaluation Results
| Method | Links | |
|---|---|---|
| DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 89.5 | |
| DITTOModel Category=Per-dataset trained2026.06 | 89.5 | |
| Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 88.5 | |
| Deepmatch HybridModel Category=Per-dataset trained2026.06 | 88.5 | |
| NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 88.1 | |
| NGramHash EmbeddingsModel Category=Embedding similarity2026.06 | 88.1 | |
| Deepmatch RNNModel Category=Per-dataset trained2026.06 | 88.1 | |
| FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 87.3 | |
| FlexTab-MatchModel Category=In-context learners2026.06 | 87.3 | |
| FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 84.9 | |
| FlexTab EmbeddingsModel Category=Embedding similarity2026.06 | 84.9 | |
| Deepmatch AttnModel Category=Per-dataset trained2026.06 | 84 | |
| TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 73.1 | |
| TabICLModel Category=In-context learners2026.06 | 73.1 | |
| FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 72.6 | |
| FlexTabModel Category=In-context learners2026.06 | 72.6 | |
| TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 67.9 | |
| TabPFNModel Category=In-context learners2026.06 | 67.9 | |
| TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 67.7 | |
| TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 67.4 | |
| ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 60.3 | |
| ConTextTabModel Category=In-context learners2026.06 | 60.3 | |
| TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 56.4 | |
| TabPFN EmbeddingsModel Category=Embedding similarity2026.06 | 56.4 | |
| Skrub EmbeddingsModel Category=Embedding similarity2026.06 | 53.1 | |
| Deepmatch SIFModel Category=Per-dataset trained2026.06 | 35.6 |