List your company
ResearchFormerly WizWand

Entity Matching on Fodors-Zagats

100F1 ScoreMagellan
-4235077May 20, 2022Jan 25, 2023Oct 2, 2023Jun 8, 2024Feb 13, 2025Oct 21, 2025Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Magellan2022.05100
Ditto2022.05100
GPT-3-175Bk=102022.05100
DITTOLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0694.7
DITTOModel Category=Per-dataset trained2026.0694.7
FlexTab-MatchLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0692.5
FlexTab-MatchModel Category=In-context learners2026.0692.5
Deepmatch RNNModel Category=Per-dataset trained2026.0689.5
Deepmatch AttnModel Category=Per-dataset trained2026.0689.5
NGramHash EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0688
NGramHash EmbeddingsModel Category=Embedding similarity2026.0688
GPT-3-175Bk=02022.0587.2
Deepmatch HybridLearning Paradigm=Per-dataset trained, Validation Protocol=5-fold cross-validation2026.0687.1
Deepmatch HybridModel Category=Per-dataset trained2026.0687.1
FlexTab EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0681.5
FlexTab EmbeddingsModel Category=Embedding similarity2026.0681.5
Skrub EmbeddingsModel Category=Embedding similarity2026.0661.4
TabPFN EmbeddingsLearning Paradigm=Embedding similarity, Validation Protocol=5-fold cross-validation2026.0641.2
TabPFN EmbeddingsModel Category=Embedding similarity2026.0641.2
TabICLLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0636.9
TabICLModel Category=In-context learners2026.0636.9
TabPFNLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0629.4
TabPFNModel Category=In-context learners2026.0629.4
ConTextTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0623.2
ConTextTabModel Category=In-context learners2026.0623.2
FlexTabLearning Paradigm=In-context learners, Validation Protocol=5-fold cross-validation2026.0612.7
FlexTabModel Category=In-context learners2026.0612.7
TabICL (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.064.7
TabPFN (TF-IDF)Model Category=In-context learners, Input Representation=TF-IDF2026.060
Deepmatch SIFModel Category=Per-dataset trained2026.060