# Author Attribution on GHOSTWRITEBENCH ID Source: [Author Attribution on GHOSTWRITEBENCH ID]() Collection index: [llms.txt]() Data updated: 2026-03-31T11:10:10.964Z Evaluation of Author Attribution performance on the GHOSTWRITEBENCH ID 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 ID | | Metric | Macro-F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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. ## Recorded results | Method | Macro-F1 | Result date | Report paper | | --- | --- | --- | --- | | N-GRAM | 96 | Not recorded | 69cb553c0636e5bf4afca112 | | BERT-AA | 96 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-Norm | 96 | Not recorded | 69cb553c0636e5bf4afca112 | | DETECTIVE | 95 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-JS | 91 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE | 81 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Ranks-JS | 78 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE | 76 | Not recorded | 69cb553c0636e5bf4afca112 | | DETECTIVE | 74 | Not recorded | 69cb553c0636e5bf4afca112 | | BERT-AA | 70 | Not recorded | 69cb553c0636e5bf4afca112 | | N-GRAM | 68 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-Norm | 67 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Entropy-JS | 60 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE | 59 | Not recorded | 69cb553c0636e5bf4afca112 | | DETECTIVE | 53 | Not recorded | 69cb553c0636e5bf4afca112 | | BERT-AA | 44 | Not recorded | 69cb553c0636e5bf4afca112 | | N-GRAM | 40 | Not recorded | 69cb553c0636e5bf4afca112 | | TRACE Ranks-JS | 40 | Not recorded | 69cb553c0636e5bf4afca112 | | ENTROPY | 33 | Not recorded | 69cb553c0636e5bf4afca112 | | GLTR | 30 | Not recorded | 69cb553c0636e5bf4afca112 | | RANK | 27 | Not recorded | 69cb553c0636e5bf4afca112 | | ENTROPY | 16 | Not recorded | 69cb553c0636e5bf4afca112 | | GLTR | 15 | Not recorded | 69cb553c0636e5bf4afca112 | | RANK | 13 | Not recorded | 69cb553c0636e5bf4afca112 | | RANK | 0 | Not recorded | 69cb553c0636e5bf4afca112 | | ENTROPY | 0 | Not recorded | 69cb553c0636e5bf4afca112 | | GLTR | 0 | Not recorded | 69cb553c0636e5bf4afca112 | ### N-GRAM Macro-F1: 96. Result ID: 69cbab7c47f34ce924b4c40f. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### BERT-AA Macro-F1: 96. Result ID: 69cbab7c47f34ce924b4c410. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Entropy-Norm Macro-F1: 96. Result ID: 69cbab7c47f34ce924b4c414. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### DETECTIVE Macro-F1: 95. Result ID: 69cbab7c47f34ce924b4c411. [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: 91. Result ID: 69cbab7c47f34ce924b4c413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Macro-F1: 81. Result ID: 69cbab7c47f34ce924b4c446. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Entropy-Norm"}. This record does not assert independent reproduction. ### TRACE Ranks-JS Macro-F1: 78. Result ID: 69cbab7c47f34ce924b4c412. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### TRACE Macro-F1: 76. Result ID: 69cbab7c47f34ce924b4c445. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Entropy-JS"}. This record does not assert independent reproduction. ### DETECTIVE Macro-F1: 74. Result ID: 69cbab7c47f34ce924b4c443. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT-AA Macro-F1: 70. Result ID: 69cbab7c47f34ce924b4c442. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### N-GRAM Macro-F1: 68. Result ID: 69cbab7c47f34ce924b4c441. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACE Entropy-Norm Macro-F1: 67. Result ID: 69cbab7c47f34ce924b4c40b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### TRACE Entropy-JS Macro-F1: 60. Result ID: 69cbab7c47f34ce924b4c40a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### TRACE Macro-F1: 59. Result ID: 69cbab7c47f34ce924b4c444. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"Ranks-JS"}. This record does not assert independent reproduction. ### DETECTIVE Macro-F1: 53. Result ID: 69cbab7c47f34ce924b4c408. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### BERT-AA Macro-F1: 44. Result ID: 69cbab7c47f34ce924b4c407. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### N-GRAM Macro-F1: 40. Result ID: 69cbab7c47f34ce924b4c406. [Reporting paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### TRACE Ranks-JS Macro-F1: 40. Result ID: 69cbab7c47f34ce924b4c409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"Low Resource"}. This record does not assert independent reproduction. ### ENTROPY Macro-F1: 33. Result ID: 69cbab7c47f34ce924b4c40d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### GLTR Macro-F1: 30. Result ID: 69cbab7c47f34ce924b4c40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### RANK Macro-F1: 27. Result ID: 69cbab7c47f34ce924b4c40c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Resource Setting":"High Resource"}. This record does not assert independent reproduction. ### ENTROPY Macro-F1: 16. Result ID: 69cbab7c47f34ce924b4c43f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLTR Macro-F1: 15. Result ID: 69cbab7c47f34ce924b4c440. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANK Macro-F1: 13. Result ID: 69cbab7c47f34ce924b4c43e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANK Macro-F1: 0. Result ID: 69cbab7c47f34ce924b4c403. [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: 69cbab7c47f34ce924b4c404. [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: 69cbab7c47f34ce924b4c405. [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.