# Entity Matching on Movies Source: [Entity Matching on Movies]() Collection index: [llms.txt]() Data updated: 2026-06-30T10:23:54.224Z Evaluation of Entity Matching performance on the Movies dataset, measured using the F1 score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Entity Matching | | Dataset (including any stated split) | Movies | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | FlexTab-Match | 90.2 | Not recorded | 6a434da4ba73165dbb743e70 | | FlexTab-Match | 90.2 | Not recorded | 6a434da4ba73165dbb743e70 | | Deepmatch Hybrid | 87.6 | Not recorded | 6a434da4ba73165dbb743e70 | | Deepmatch Hybrid | 87.6 | Not recorded | 6a434da4ba73165dbb743e70 | | Deepmatch Attn | 83.4 | Not recorded | 6a434da4ba73165dbb743e70 | | Deepmatch RNN | 80.2 | Not recorded | 6a434da4ba73165dbb743e70 | | ConTextTab | 79 | Not recorded | 6a434da4ba73165dbb743e70 | | ConTextTab | 79 | Not recorded | 6a434da4ba73165dbb743e70 | | FlexTab Embeddings | 78.9 | Not recorded | 6a434da4ba73165dbb743e70 | | FlexTab Embeddings | 78.9 | Not recorded | 6a434da4ba73165dbb743e70 | | FlexTab | 61 | Not recorded | 6a434da4ba73165dbb743e70 | | FlexTab | 61 | Not recorded | 6a434da4ba73165dbb743e70 | | DITTO | 44.9 | Not recorded | 6a434da4ba73165dbb743e70 | | DITTO | 44.9 | Not recorded | 6a434da4ba73165dbb743e70 | | Skrub Embeddings | 31.4 | Not recorded | 6a434da4ba73165dbb743e70 | | TabPFN (TF-IDF) | 31.2 | Not recorded | 6a434da4ba73165dbb743e70 | | TabPFN Embeddings | 24 | Not recorded | 6a434da4ba73165dbb743e70 | | TabPFN Embeddings | 24 | Not recorded | 6a434da4ba73165dbb743e70 | | NGramHash Embeddings | 22.9 | Not recorded | 6a434da4ba73165dbb743e70 | | NGramHash Embeddings | 22.9 | Not recorded | 6a434da4ba73165dbb743e70 | | TabICL (TF-IDF) | 5.9 | Not recorded | 6a434da4ba73165dbb743e70 | | TabPFN | 0 | Not recorded | 6a434da4ba73165dbb743e70 | | TabICL | 0 | Not recorded | 6a434da4ba73165dbb743e70 | | TabPFN | 0 | Not recorded | 6a434da4ba73165dbb743e70 | | TabICL | 0 | Not recorded | 6a434da4ba73165dbb743e70 | | Deepmatch SIF | 0 | Not recorded | 6a434da4ba73165dbb743e70 | ### FlexTab-Match F1 Score: 90.2. Result ID: 6a43991efbc373592c968830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"In-context learners","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FlexTab-Match F1 Score: 90.2. Result ID: 6a43991efbc373592c9688d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"In-context learners"}. This record does not assert independent reproduction. ### Deepmatch Hybrid F1 Score: 87.6. Result ID: 6a43991efbc373592c968834. [Reporting paper]() Recorded evaluation configuration: {"Learning Paradigm":"Per-dataset trained","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Deepmatch Hybrid F1 Score: 87.6. Result ID: 6a43991efbc373592c9688de. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Per-dataset trained"}. This record does not assert independent reproduction. ### Deepmatch Attn F1 Score: 83.4. Result ID: 6a43991efbc373592c9688dd. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Per-dataset trained"}. This record does not assert independent reproduction. ### Deepmatch RNN F1 Score: 80.2. Result ID: 6a43991efbc373592c9688dc. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Per-dataset trained"}. This record does not assert independent reproduction. ### ConTextTab F1 Score: 79. Result ID: 6a43991efbc373592c96882e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"In-context learners","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ConTextTab F1 Score: 79. Result ID: 6a43991efbc373592c9688d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"In-context learners"}. This record does not assert independent reproduction. ### FlexTab Embeddings F1 Score: 78.9. Result ID: 6a43991efbc373592c968833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"Embedding similarity","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FlexTab Embeddings F1 Score: 78.9. Result ID: 6a43991efbc373592c9688da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Embedding similarity"}. This record does not assert independent reproduction. ### FlexTab F1 Score: 61. Result ID: 6a43991efbc373592c96882f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"In-context learners","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FlexTab F1 Score: 61. Result ID: 6a43991efbc373592c9688d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"In-context learners"}. This record does not assert independent reproduction. ### DITTO F1 Score: 44.9. Result ID: 6a43991efbc373592c968835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"Per-dataset trained","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### DITTO F1 Score: 44.9. Result ID: 6a43991efbc373592c9688df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Per-dataset trained"}. This record does not assert independent reproduction. ### Skrub Embeddings F1 Score: 31.4. Result ID: 6a43991efbc373592c9688d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Embedding similarity"}. This record does not assert independent reproduction. ### TabPFN (TF-IDF) F1 Score: 31.2. Result ID: 6a43991efbc373592c9688d1. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"In-context learners","Input Representation":"TF-IDF"}. This record does not assert independent reproduction. ### TabPFN Embeddings F1 Score: 24. Result ID: 6a43991efbc373592c968832. [Reporting paper]() Recorded evaluation configuration: {"Learning Paradigm":"Embedding similarity","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### TabPFN Embeddings F1 Score: 24. Result ID: 6a43991efbc373592c9688d9. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Embedding similarity"}. This record does not assert independent reproduction. ### NGramHash Embeddings F1 Score: 22.9. Result ID: 6a43991efbc373592c968831. [Reporting paper]() Recorded evaluation configuration: {"Learning Paradigm":"Embedding similarity","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### NGramHash Embeddings F1 Score: 22.9. Result ID: 6a43991efbc373592c9688d7. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Embedding similarity"}. This record does not assert independent reproduction. ### TabICL (TF-IDF) F1 Score: 5.9. Result ID: 6a43991efbc373592c9688d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"In-context learners","Input Representation":"TF-IDF"}. This record does not assert independent reproduction. ### TabPFN F1 Score: 0. Result ID: 6a43991efbc373592c96882c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"In-context learners","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### TabICL F1 Score: 0. Result ID: 6a43991efbc373592c96882d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"In-context learners","Validation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### TabPFN F1 Score: 0. Result ID: 6a43991efbc373592c9688d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"In-context learners"}. This record does not assert independent reproduction. ### TabICL F1 Score: 0. Result ID: 6a43991efbc373592c9688d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"In-context learners"}. This record does not assert independent reproduction. ### Deepmatch SIF F1 Score: 0. Result ID: 6a43991efbc373592c9688db. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Per-dataset trained"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.