# Domain names classification on TI Density sequencing 2016 Source: [Domain names classification on TI Density sequencing 2016]() Collection index: [llms.txt]() Data updated: 2026-03-13T07:28:10.163Z Evaluation of Domain names classification performance on the TI Density sequencing 2016 dataset, reporting AUC, F1 @ 0.5, and F1 @ Best scores. 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 | Domain names classification | | Dataset (including any stated split) | TI Density sequencing 2016 | | Metric | AUC | | 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 - [AUC](): Higher is better; unit: PERCENT. - [F1 @ 0.5](): Higher is better; unit: PERCENT. - [F1 @ Best](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | DNS-GT (End-to-End) | 84.8 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + SVM | 81.1 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + SVM | 78.4 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW (End-to-End) | 77.9 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + GNB | 76.7 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + GNB | 76.6 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + AdaBoost | 74.8 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + GNB | 73.8 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + SVM | 72.2 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + AdaBoost | 72.2 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + AdaBoost | 66.6 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram (End-to-End) | 65.6 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + VAE | 65.1 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + HBOS | 65 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + SUOD | 64.9 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + SUOD | 61.6 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + Decision Tree | 60.6 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + ABOD | 60.5 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + Decision Tree | 60 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + VAE | 59.8 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-CBOW + HBOS | 59.6 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + ABOD | 58.9 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + ABOD | 58.3 | Not recorded | 69b39a100636e5bf4afbcaca | | DNS-GT + Decision Tree | 56.8 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + SUOD | 54.9 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + VAE | 54.2 | Not recorded | 69b39a100636e5bf4afbcaca | | W2V-SkipGram + HBOS | 53.4 | Not recorded | 69b39a100636e5bf4afbcaca | ### DNS-GT (End-to-End) AUC: 84.8. Result ID: 69b3bbde47f34ce9249d5745. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","Protocol":"End-to-End"}. This record does not assert independent reproduction. ### W2V-CBOW + SVM AUC: 81.1. Result ID: 69b3bbde47f34ce9249d572e. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"SVM","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### DNS-GT + SVM AUC: 78.4. Result ID: 69b3bbde47f34ce9249d573e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"SVM","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW (End-to-End) AUC: 77.9. Result ID: 69b3bbde47f34ce9249d5743. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","Protocol":"End-to-End"}. This record does not assert independent reproduction. ### DNS-GT + GNB AUC: 76.7. Result ID: 69b3bbde47f34ce9249d573d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"GNB","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + GNB AUC: 76.6. Result ID: 69b3bbde47f34ce9249d5735. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"GNB","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + AdaBoost AUC: 74.8. Result ID: 69b3bbde47f34ce9249d572b. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"AdaBoost","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + GNB AUC: 73.8. Result ID: 69b3bbde47f34ce9249d572d. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"GNB","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + SVM AUC: 72.2. Result ID: 69b3bbde47f34ce9249d5736. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"SVM","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### DNS-GT + AdaBoost AUC: 72.2. Result ID: 69b3bbde47f34ce9249d573b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"AdaBoost","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + AdaBoost AUC: 66.6. Result ID: 69b3bbde47f34ce9249d5733. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"AdaBoost","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram (End-to-End) AUC: 65.6. Result ID: 69b3bbde47f34ce9249d5744. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","Protocol":"End-to-End"}. This record does not assert independent reproduction. ### DNS-GT + VAE AUC: 65.1. Result ID: 69b3bbde47f34ce9249d573f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"VAE","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### DNS-GT + HBOS AUC: 65. Result ID: 69b3bbde47f34ce9249d5741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"HBOS","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### DNS-GT + SUOD AUC: 64.9. Result ID: 69b3bbde47f34ce9249d5742. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"SUOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + SUOD AUC: 61.6. Result ID: 69b3bbde47f34ce9249d5732. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"SUOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + Decision Tree AUC: 60.6. Result ID: 69b3bbde47f34ce9249d572c. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"Decision Tree","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + ABOD AUC: 60.5. Result ID: 69b3bbde47f34ce9249d5730. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"ABOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + Decision Tree AUC: 60. Result ID: 69b3bbde47f34ce9249d5734. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"Decision Tree","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + VAE AUC: 59.8. Result ID: 69b3bbde47f34ce9249d572f. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"VAE","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-CBOW + HBOS AUC: 59.6. Result ID: 69b3bbde47f34ce9249d5731. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"HBOS","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + ABOD AUC: 58.9. Result ID: 69b3bbde47f34ce9249d5738. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"ABOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### DNS-GT + ABOD AUC: 58.3. Result ID: 69b3bbde47f34ce9249d5740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"ABOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### DNS-GT + Decision Tree AUC: 56.8. Result ID: 69b3bbde47f34ce9249d573c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"Decision Tree","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + SUOD AUC: 54.9. Result ID: 69b3bbde47f34ce9249d573a. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"SUOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + VAE AUC: 54.2. Result ID: 69b3bbde47f34ce9249d5737. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"VAE","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. ### W2V-SkipGram + HBOS AUC: 53.4. Result ID: 69b3bbde47f34ce9249d5739. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"HBOS","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.