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ResearchFormerly WizWand

Entity Matching on eBooks

89.5F1 ScoreDITTO
33.44447.99762.5577.103Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0689.5
DITTOModel Category=Per-dataset trained2026.0689.5
Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0688.5
Deepmatch HybridModel Category=Per-dataset trained2026.0688.5
NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0688.1
NGramHash EmbeddingsModel Category=Embedding similarity2026.0688.1
Deepmatch RNNModel Category=Per-dataset trained2026.0688.1
FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0687.3
FlexTab-MatchModel Category=In-context learners2026.0687.3
FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0684.9
FlexTab EmbeddingsModel Category=Embedding similarity2026.0684.9
Deepmatch AttnModel Category=Per-dataset trained2026.0684
TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0673.1
TabICLModel Category=In-context learners2026.0673.1
FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0672.6
FlexTabModel Category=In-context learners2026.0672.6
TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0667.9
TabPFNModel Category=In-context learners2026.0667.9
TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0667.7
TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.0667.4
ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0660.3
ConTextTabModel Category=In-context learners2026.0660.3
TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0656.4
TabPFN EmbeddingsModel Category=Embedding similarity2026.0656.4
Skrub EmbeddingsModel Category=Embedding similarity2026.0653.1
Deepmatch SIFModel Category=Per-dataset trained2026.0635.6