# Transitive Reasoning on WordNet noun Source: [Transitive Reasoning on WordNet noun]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:12:08.984Z Evaluation of Transitive Reasoning performance on the WordNet noun dataset, measured using 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 | Transitive reasoning | | Dataset (including any stated split) | WordNet noun | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | RegD | 59.1 | Not recorded | 68fa7bf31e209131cea8b85b | | RegD | 58.4 | Not recorded | 68fa7bf31e209131cea8b85b | | RegD | 53.8 | Not recorded | 68fa7bf31e209131cea8b85b | | ShadowCone\* | 52.2 | Not recorded | 68fa7bf31e209131cea8b85b | | ShadowCone\* | 51.7 | Not recorded | 68fa7bf31e209131cea8b85b | | RegD | 51.3 | Not recorded | 68fa7bf31e209131cea8b85b | | ShadowCone\* | 45.2 | Not recorded | 68fa7bf31e209131cea8b85b | | ShadowCone\* | 44.6 | Not recorded | 68fa7bf31e209131cea8b85b | | EntailmentCone\* | 32.1 | Not recorded | 68fa7bf31e209131cea8b85b | | ELBE | 31.8 | Not recorded | 68fa7bf31e209131cea8b85b | | τBox | 31.5 | Not recorded | 68fa7bf31e209131cea8b85b | | OE | 30.8 | Not recorded | 68fa7bf31e209131cea8b85b | | ELBE | 30.7 | Not recorded | 68fa7bf31e209131cea8b85b | | τBox | 30.5 | Not recorded | 68fa7bf31e209131cea8b85b | | ELEM | 29.5 | Not recorded | 68fa7bf31e209131cea8b85b | | EntailmentCone\* | 29.2 | Not recorded | 68fa7bf31e209131cea8b85b | | OE | 28.8 | Not recorded | 68fa7bf31e209131cea8b85b | | ELEM | 28.6 | Not recorded | 68fa7bf31e209131cea8b85b | ### RegD F1 Score: 59.1. Result ID: 69df392e47f34ce924c786c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"ball","d":"10"}. This record does not assert independent reproduction. ### RegD F1 Score: 58.4. Result ID: 69df392e47f34ce924c786c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"ball","d":"5"}. This record does not assert independent reproduction. ### RegD F1 Score: 53.8. Result ID: 69df392e47f34ce924c786c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"box","d":"5"}. This record does not assert independent reproduction. ### ShadowCone\* F1 Score: 52.2. Result ID: 69df392e47f34ce924c786c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Umbral-half","d":"10"}. This record does not assert independent reproduction. ### ShadowCone\* F1 Score: 51.7. Result ID: 69df392e47f34ce924c786c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Penumbral-half","d":"10"}. This record does not assert independent reproduction. ### RegD F1 Score: 51.3. Result ID: 69df392e47f34ce924c786c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"box","d":"10"}. This record does not assert independent reproduction. ### ShadowCone\* F1 Score: 45.2. Result ID: 69df392e47f34ce924c786c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Umbral-half","d":"5"}. This record does not assert independent reproduction. ### ShadowCone\* F1 Score: 44.6. Result ID: 69df392e47f34ce924c786c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Penumbral-half","d":"5"}. This record does not assert independent reproduction. ### EntailmentCone\* F1 Score: 32.1. Result ID: 69df392e47f34ce924c786c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"d":"10"}. This record does not assert independent reproduction. ### ELBE F1 Score: 31.8. Result ID: 69df392e47f34ce924c786bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"box baseline","d":"10"}. This record does not assert independent reproduction. ### τBox F1 Score: 31.5. Result ID: 69df392e47f34ce924c786b8. [Reporting paper]() Recorded evaluation configuration: {"d":"10"}. This record does not assert independent reproduction. ### OE F1 Score: 30.8. Result ID: 69df392e47f34ce924c786ba. [Reporting paper]() Recorded evaluation configuration: {"d":"10"}. This record does not assert independent reproduction. ### ELBE F1 Score: 30.7. Result ID: 69df392e47f34ce924c786bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"box baseline","d":"5"}. This record does not assert independent reproduction. ### τBox F1 Score: 30.5. Result ID: 69df392e47f34ce924c786b7. [Reporting paper]() Recorded evaluation configuration: {"d":"5"}. This record does not assert independent reproduction. ### ELEM F1 Score: 29.5. Result ID: 69df392e47f34ce924c786be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"ball baseline","d":"10"}. This record does not assert independent reproduction. ### EntailmentCone\* F1 Score: 29.2. Result ID: 69df392e47f34ce924c786bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"d":"5"}. This record does not assert independent reproduction. ### OE F1 Score: 28.8. Result ID: 69df392e47f34ce924c786b9. [Reporting paper]() Recorded evaluation configuration: {"d":"5"}. This record does not assert independent reproduction. ### ELEM F1 Score: 28.6. Result ID: 69df392e47f34ce924c786bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"ball baseline","d":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.