# Pronoun Disambiguation on WSC (test) Source: [Pronoun Disambiguation on WSC (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:26.961Z Evaluation of model performance on resolving pronoun ambiguities using the test split of the Winograd Schema Challenge (WSC) dataset. 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 | Pronoun Disambiguation | | Dataset (including any stated split) | WSC (test) | | Metric | Accuracy (Single) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 24 of 24 | | 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 - [Accuracy (Single)](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. - [Accuracy (Non-Associated)](): Higher is better; unit: PERCENT. - [Accuracy (Associated)](): Higher is better; unit: PERCENT. - [Accuracy (Unswitched)](): Higher is better; unit: PERCENT. - [Accuracy (Switched)](): Higher is better; unit: PERCENT. - [Consistency](): Higher is better; unit: PERCENT. - [Accuracy (Group)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Single) | Result date | Report paper | | --- | --- | --- | --- | | ALBERT-xxlarge | 78.8 | Not recorded | 68fa6b131e209131cea2bf75 | | ALBERT-xxlarge | 77.4 | Not recorded | 68fa6b131e209131cea2bf75 | | RoBERTa-large | 73.91 | Not recorded | 68fa6b131e209131cea2bf75 | | RoBERTa-large | 71.23 | Not recorded | 68fa6b131e209131cea2bf75 | | RoBERTa-base | 63.04 | Not recorded | 68fa6b131e209131cea2bf75 | | BERT-large | 61.41 | Not recorded | 68fa6b131e209131cea2bf75 | | BERT-large | 60.27 | Not recorded | 68fa6b131e209131cea2bf75 | | RoBERTa-base | 60.27 | Not recorded | 68fa6b131e209131cea2bf75 | | BERT-base | 56.52 | Not recorded | 68fa6b131e209131cea2bf75 | | ALBERT-base | 55.48 | Not recorded | 68fa6b131e209131cea2bf75 | | ALBERT-base | 55.43 | Not recorded | 68fa6b131e209131cea2bf75 | | BERT-base | 54.79 | Not recorded | 68fa6b131e209131cea2bf75 | | random | 50 | Not recorded | 68fa6b131e209131cea2bf75 | | random | 50 | Not recorded | 68fa6b131e209131cea2bf75 | ### ALBERT-xxlarge Accuracy (Single): 78.8. Result ID: 698e5296ffc3901de09c9da7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### ALBERT-xxlarge Accuracy (Single): 77.4. Result ID: 698e5296ffc3901de09c9dae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### RoBERTa-large Accuracy (Single): 73.91. Result ID: 698e5296ffc3901de09c9da5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### RoBERTa-large Accuracy (Single): 71.23. Result ID: 698e5296ffc3901de09c9dac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### RoBERTa-base Accuracy (Single): 63.04. Result ID: 698e5296ffc3901de09c9da4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### BERT-large Accuracy (Single): 61.41. Result ID: 698e5296ffc3901de09c9da3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### BERT-large Accuracy (Single): 60.27. Result ID: 698e5296ffc3901de09c9daa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### RoBERTa-base Accuracy (Single): 60.27. Result ID: 698e5296ffc3901de09c9dab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### BERT-base Accuracy (Single): 56.52. Result ID: 698e5296ffc3901de09c9da2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### ALBERT-base Accuracy (Single): 55.48. Result ID: 698e5296ffc3901de09c9dad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### ALBERT-base Accuracy (Single): 55.43. Result ID: 698e5296ffc3901de09c9da6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### BERT-base Accuracy (Single): 54.79. Result ID: 698e5296ffc3901de09c9da9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### random Accuracy (Single): 50. Result ID: 698e5296ffc3901de09c9da1. [Reporting paper]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. ### random Accuracy (Single): 50. Result ID: 698e5296ffc3901de09c9da8. [Reporting paper]() Recorded evaluation configuration: {"Setup":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.