# Abuse Detection on Offensive Dataset Source: [Abuse Detection on Offensive Dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:16.884Z Evaluation of Abuse Detection performance using the Offensive Dataset, measured by AUC, Accuracy, Precision, Recall, and 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 | Abuse Detection | | Dataset (including any stated split) | Offensive Dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DL-Text & Metadata (Interleaved) | 87 | Not recorded | 68fa64121e209131cea02881 | | DL-Text & Metadata (Tran. Lear. FT) | 86 | Not recorded | 68fa64121e209131cea02881 | | DL-Text & Metadata (Naive Train.) | 85 | Not recorded | 68fa64121e209131cea02881 | | DL-Text & Metadata (Tran. Lear.) | 85 | Not recorded | 68fa64121e209131cea02881 | | DL-Text only | 83 | Not recorded | 68fa64121e209131cea02881 | | Baseline Naive Bayes | 81 | Not recorded | 68fa64121e209131cea02881 | | Waseem and Hovy 2016 | 74 | Not recorded | 68fa64121e209131cea02881 | | DL-Metadata only | 74 | Not recorded | 68fa64121e209131cea02881 | ### DL-Text & Metadata (Interleaved) Accuracy: 87. Result ID: 698c0b72f729bc7f68e7fb42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"Text & Metadata","Training Strategy":"Interleaved Training"}. This record does not assert independent reproduction. ### DL-Text & Metadata (Tran. Lear. FT) Accuracy: 86. Result ID: 698c0b72f729bc7f68e7fb41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"Text & Metadata","Training Strategy":"Transfer Learning with Fine-Tuning"}. This record does not assert independent reproduction. ### DL-Text & Metadata (Naive Train.) Accuracy: 85. Result ID: 698c0b72f729bc7f68e7fb3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"Text & Metadata","Training Strategy":"Naive Training"}. This record does not assert independent reproduction. ### DL-Text & Metadata (Tran. Lear.) Accuracy: 85. Result ID: 698c0b72f729bc7f68e7fb40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"Text & Metadata","Training Strategy":"Transfer Learning"}. This record does not assert independent reproduction. ### DL-Text only Accuracy: 83. Result ID: 698c0b72f729bc7f68e7fb3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"Text only"}. This record does not assert independent reproduction. ### Baseline Naive Bayes Accuracy: 81. Result ID: 698c0b72f729bc7f68e7fb3b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Waseem and Hovy 2016 Accuracy: 74. Result ID: 698c0b72f729bc7f68e7fb3c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DL-Metadata only Accuracy: 74. Result ID: 698c0b72f729bc7f68e7fb3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"Metadata only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.