Entity Matching on Movies
90.2F1 ScoreFlexTab-Match
Evaluation Results
| Method | Links | |
|---|---|---|
| FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 90.2 | |
| FlexTab-MatchModel Category=In-context learners2026.06 | 90.2 | |
| Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 87.6 | |
| Deepmatch HybridModel Category=Per-dataset trained2026.06 | 87.6 | |
| Deepmatch AttnModel Category=Per-dataset trained2026.06 | 83.4 | |
| Deepmatch RNNModel Category=Per-dataset trained2026.06 | 80.2 | |
| ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 79 | |
| ConTextTabModel Category=In-context learners2026.06 | 79 | |
| FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 78.9 | |
| FlexTab EmbeddingsModel Category=Embedding similarity2026.06 | 78.9 | |
| FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 61 | |
| FlexTabModel Category=In-context learners2026.06 | 61 | |
| DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06 | 44.9 | |
| DITTOModel Category=Per-dataset trained2026.06 | 44.9 | |
| Skrub EmbeddingsModel Category=Embedding similarity2026.06 | 31.4 | |
| TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 31.2 | |
| TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 24 | |
| TabPFN EmbeddingsModel Category=Embedding similarity2026.06 | 24 | |
| NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.06 | 22.9 | |
| NGramHash EmbeddingsModel Category=Embedding similarity2026.06 | 22.9 | |
| TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.06 | 5.9 | |
| TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 0 | |
| TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.06 | 0 | |
| TabPFNModel Category=In-context learners2026.06 | 0 | |
| TabICLModel Category=In-context learners2026.06 | 0 | |
| Deepmatch SIFModel Category=Per-dataset trained2026.06 | 0 |