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ResearchFormerly WizWand

Entity Matching on Movies

90.2F1 ScoreFlexTab-Match
-3.60820.74645.169.454Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0690.2
FlexTab-MatchModel Category=In-context learners2026.0690.2
Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0687.6
Deepmatch HybridModel Category=Per-dataset trained2026.0687.6
Deepmatch AttnModel Category=Per-dataset trained2026.0683.4
Deepmatch RNNModel Category=Per-dataset trained2026.0680.2
ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0679
ConTextTabModel Category=In-context learners2026.0679
FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0678.9
FlexTab EmbeddingsModel Category=Embedding similarity2026.0678.9
FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0661
FlexTabModel Category=In-context learners2026.0661
DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0644.9
DITTOModel Category=Per-dataset trained2026.0644.9
Skrub EmbeddingsModel Category=Embedding similarity2026.0631.4
TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0631.2
TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0624
TabPFN EmbeddingsModel Category=Embedding similarity2026.0624
NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0622.9
NGramHash EmbeddingsModel Category=Embedding similarity2026.0622.9
TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.065.9
TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.060
TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.060
TabPFNModel Category=In-context learners2026.060
TabICLModel Category=In-context learners2026.060
Deepmatch SIFModel Category=Per-dataset trained2026.060