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ResearchFormerly WizWand

Entity Matching on Bikes

95.5F1 ScoreDITTO
-3.8221.96547.7573.535Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0695.5
DITTOModel Category=Per-dataset trained2026.0695.5
Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0687.7
Deepmatch HybridModel Category=Per-dataset trained2026.0687.7
FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0686.8
FlexTab-MatchModel Category=In-context learners2026.0686.8
Deepmatch RNNModel Category=Per-dataset trained2026.0686
FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0684.3
FlexTabModel Category=In-context learners2026.0684.3
TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0682.4
TabICLModel Category=In-context learners2026.0682.4
TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0682.4
ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0682.3
ConTextTabModel Category=In-context learners2026.0682.3
Deepmatch AttnModel Category=Per-dataset trained2026.0682.1
TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0681.8
TabPFNModel Category=In-context learners2026.0681.8
TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0679.6
NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0669.8
NGramHash EmbeddingsModel Category=Embedding similarity2026.0669.8
FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0654.4
FlexTab EmbeddingsModel Category=Embedding similarity2026.0654.4
TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0650.8
TabPFN EmbeddingsModel Category=Embedding similarity2026.0650.8
Skrub EmbeddingsModel Category=Embedding similarity2026.0647.6
Deepmatch SIFModel Category=Per-dataset trained2026.060