# Author Attribution on GHOSTWRITEBENCH OOD-Domain Source: [Author Attribution on GHOSTWRITEBENCH OOD-Domain]() Collection index: [llms.txt]() Data updated: 2026-03-31T11:10:11.014Z Evaluation of Author Attribution performance on the GHOSTWRITEBENCH OOD-Domain dataset, reporting macro 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 | Author Attribution | | Dataset (including any stated split) | GHOSTWRITEBENCH OOD-Domain | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Macro F1](): Higher is better; unit: PERCENT. - [LLM Macro F1](): Higher is better; unit: PERCENT. - [Human Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | N-GRAM | 92 | Not recorded | 69cb553c0636e5bf4afca112 | | BERT-AA | 90 | Not recorded | 69cb553c0636e5bf4afca112 | | DETECTIVE | 85 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-JS | 82 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-Norm | 82 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Ranks-JS | 66 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-Norm | 49 | Not recorded | 69cb553c0636e5bf4afca112 | | ENTROPY | 35 | Not recorded | 69cb553c0636e5bf4afca112 | | GLTR | 31 | Not recorded | 69cb553c0636e5bf4afca112 | | BERT-AA | 27 | Not recorded | 69cb553c0636e5bf4afca112 | | DETECTIVE | 27 | Not recorded | 69cb553c0636e5bf4afca112 | | RANK | 25 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-JS | 23 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Ranks-JS | 22 | Not recorded | 69cb553c0636e5bf4afca112 | | N-GRAM | 20 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE | 0.66 | Not recorded | 69cb553c0636e5bf4afca112 | | BERT-AA | 0.59 | Not recorded | 69cb553c0636e5bf4afca112 | | N-GRAM | 0.56 | Not recorded | 69cb553c0636e5bf4afca112 | | DETECTIVE | 0.56 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE | 0.52 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE | 0.44 | Not recorded | 69cb553c0636e5bf4afca112 | | ENTROPY | 0.18 | Not recorded | 69cb553c0636e5bf4afca112 | | GLTR | 0.15 | Not recorded | 69cb553c0636e5bf4afca112 | | RANK | 0.13 | Not recorded | 69cb553c0636e5bf4afca112 | | RANK | 0 | Not recorded | 69cb553c0636e5bf4afca112 | | ENTROPY | 0 | Not recorded | 69cb553c0636e5bf4afca112 | | GLTR | 0 | Not recorded | 69cb553c0636e5bf4afca112 | ### N-GRAM Macro F1: 92. Result ID: 69cbab7c47f34ce924b4c421. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### BERT-AA Macro F1: 90. Result ID: 69cbab7c47f34ce924b4c422. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### DETECTIVE Macro F1: 85. Result ID: 69cbab7c47f34ce924b4c423. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Entropy-JS Macro F1: 82. Result ID: 69cbab7c47f34ce924b4c425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Entropy-Norm Macro F1: 82. Result ID: 69cbab7c47f34ce924b4c426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Ranks-JS Macro F1: 66. Result ID: 69cbab7c47f34ce924b4c424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Entropy-Norm Macro F1: 49. Result ID: 69cbab7c47f34ce924b4c41d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### ENTROPY Macro F1: 35. Result ID: 69cbab7c47f34ce924b4c41f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### GLTR Macro F1: 31. Result ID: 69cbab7c47f34ce924b4c420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### BERT-AA Macro F1: 27. Result ID: 69cbab7c47f34ce924b4c419. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### DETECTIVE Macro F1: 27. Result ID: 69cbab7c47f34ce924b4c41a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### RANK Macro F1: 25. Result ID: 69cbab7c47f34ce924b4c41e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Entropy-JS Macro F1: 23. Result ID: 69cbab7c47f34ce924b4c41c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### TRACE Ranks-JS Macro F1: 22. Result ID: 69cbab7c47f34ce924b4c41b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### N-GRAM Macro F1: 20. Result ID: 69cbab7c47f34ce924b4c418. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### TRACE Macro F1: 0.66. Result ID: 69cbab7c47f34ce924b4c44f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Entropy-Norm"}. This record does not assert independent reproduction. ### BERT-AA Macro F1: 0.59. Result ID: 69cbab7c47f34ce924b4c44b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### N-GRAM Macro F1: 0.56. Result ID: 69cbab7c47f34ce924b4c44a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DETECTIVE Macro F1: 0.56. Result ID: 69cbab7c47f34ce924b4c44c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACE Macro F1: 0.52. Result ID: 69cbab7c47f34ce924b4c44e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Entropy-JS"}. This record does not assert independent reproduction. ### TRACE Macro F1: 0.44. Result ID: 69cbab7c47f34ce924b4c44d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Ranks-JS"}. This record does not assert independent reproduction. ### ENTROPY Macro F1: 0.18. Result ID: 69cbab7c47f34ce924b4c448. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLTR Macro F1: 0.15. Result ID: 69cbab7c47f34ce924b4c449. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANK Macro F1: 0.13. Result ID: 69cbab7c47f34ce924b4c447. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANK Macro F1: 0. Result ID: 69cbab7c47f34ce924b4c415. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### ENTROPY Macro F1: 0. Result ID: 69cbab7c47f34ce924b4c416. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### GLTR Macro F1: 0. Result ID: 69cbab7c47f34ce924b4c417. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.