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Entity Matching on Febrl4

100F1 ScoreDITTO
42.857.6572.587.35Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.06100
DITTOModel Category=Per-dataset trained2026.06100
Deepmatch RNNModel Category=Per-dataset trained2026.0699.9
Deepmatch AttnModel Category=Per-dataset trained2026.0699.9
Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0699.8
Deepmatch HybridModel Category=Per-dataset trained2026.0699.8
NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0699.7
NGramHash EmbeddingsModel Category=Embedding similarity2026.0699.7
Deepmatch SIFModel Category=Per-dataset trained2026.0699.5
FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0699.3
FlexTab-MatchModel Category=In-context learners2026.0699.3
FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0698.5
FlexTab EmbeddingsModel Category=Embedding similarity2026.0698.5
TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0697.3
TabPFNModel Category=In-context learners2026.0697.3
TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0695
TabICLModel Category=In-context learners2026.0695
TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0694.8
ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0683.2
ConTextTabModel Category=In-context learners2026.0683.2
FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0679.8
FlexTabModel Category=In-context learners2026.0679.8
TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0676
TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0671.8
TabPFN EmbeddingsModel Category=Embedding similarity2026.0671.8
Skrub EmbeddingsModel Category=Embedding similarity2026.0645