# Domain names classification on TI Fixed sequencing 2016

Source: [Domain names classification on TI Fixed sequencing 2016](<https://www.sota2.com/research/sota/domain-names-classification-on-ti-fixed-sequencing-2016>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-13T07:28:10.106Z

Evaluation of Domain names classification performance on the TI Fixed sequencing 2016 dataset, reporting AUC and F1 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 Fixed sequencing 2016 |
| Metric | AUC |
| Unit | SCALAR |
| 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](<https://www.sota2.com/research/sota/domain-names-classification-on-ti-fixed-sequencing-2016.md?metric=AUC>): Higher is better; unit: SCALAR.

- [F1 @ 0.5](<https://www.sota2.com/research/sota/domain-names-classification-on-ti-fixed-sequencing-2016.md?metric=F1%20%40%200.5>): Higher is better; unit: PERCENT.

- [F1 @ Best](<https://www.sota2.com/research/sota/domain-names-classification-on-ti-fixed-sequencing-2016.md?metric=F1%20%40%20Best>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| W2V-CBOW + SVM | 0.846 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + GNB | 0.821 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + AdaBoost | 0.79 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + SVM | 0.781 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + GNB | 0.755 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + AdaBoost | 0.75 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT (End-to-End) | 0.716 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + GNB | 0.715 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + SVM | 0.693 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram (End-to-End) | 0.682 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + ABOD | 0.676 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + AdaBoost | 0.657 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + ABOD | 0.643 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + Decision Tree | 0.64 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + Decision Tree | 0.62 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + VAE | 0.61 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + HBOS | 0.61 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + SUOD | 0.609 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + SUOD | 0.606 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + SUOD | 0.605 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + VAE | 0.6 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + VAE | 0.599 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-SkipGram + HBOS | 0.596 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW + HBOS | 0.595 | Not recorded | 69b39a100636e5bf4afbcaca |
| W2V-CBOW (End-to-End) | 0.591 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + ABOD | 0.552 | Not recorded | 69b39a100636e5bf4afbcaca |
| DNS-GT + Decision Tree | 0.549 | Not recorded | 69b39a100636e5bf4afbcaca |

### W2V-CBOW + SVM

AUC: 0.846. Result ID: 69b3bbde47f34ce9249d56f8.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"SVM","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + GNB

AUC: 0.821. Result ID: 69b3bbde47f34ce9249d56f7.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"GNB","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + AdaBoost

AUC: 0.79. Result ID: 69b3bbde47f34ce9249d56f5.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"AdaBoost","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-SkipGram + SVM

AUC: 0.781. Result ID: 69b3bbde47f34ce9249d5700.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"SVM","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-SkipGram + GNB

AUC: 0.755. Result ID: 69b3bbde47f34ce9249d56ff.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"GNB","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-SkipGram + AdaBoost

AUC: 0.75. Result ID: 69b3bbde47f34ce9249d56fd.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"AdaBoost","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### DNS-GT (End-to-End)

AUC: 0.716. Result ID: 69b3bbde47f34ce9249d570f.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","Protocol":"End-to-End"}. This record does not assert independent reproduction.

### DNS-GT + GNB

AUC: 0.715. Result ID: 69b3bbde47f34ce9249d5707.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"GNB","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### DNS-GT + SVM

AUC: 0.693. Result ID: 69b3bbde47f34ce9249d5708.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"SVM","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-SkipGram (End-to-End)

AUC: 0.682. Result ID: 69b3bbde47f34ce9249d570e.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","Protocol":"End-to-End"}. This record does not assert independent reproduction.

### W2V-SkipGram + ABOD

AUC: 0.676. Result ID: 69b3bbde47f34ce9249d5702.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"ABOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### DNS-GT + AdaBoost

AUC: 0.657. Result ID: 69b3bbde47f34ce9249d5705.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"AdaBoost","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + ABOD

AUC: 0.643. Result ID: 69b3bbde47f34ce9249d56fa.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

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: 0.64. Result ID: 69b3bbde47f34ce9249d56fe.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"Decision Tree","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + Decision Tree

AUC: 0.62. Result ID: 69b3bbde47f34ce9249d56f6.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"Decision Tree","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### DNS-GT + VAE

AUC: 0.61. Result ID: 69b3bbde47f34ce9249d5709.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

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: 0.61. Result ID: 69b3bbde47f34ce9249d570b.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"HBOS","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + SUOD

AUC: 0.609. Result ID: 69b3bbde47f34ce9249d56fc.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"SUOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-SkipGram + SUOD

AUC: 0.606. Result ID: 69b3bbde47f34ce9249d5704.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"SUOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### DNS-GT + SUOD

AUC: 0.605. Result ID: 69b3bbde47f34ce9249d570c.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"SUOD","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + VAE

AUC: 0.6. Result ID: 69b3bbde47f34ce9249d56f9.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"VAE","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-SkipGram + VAE

AUC: 0.599. Result ID: 69b3bbde47f34ce9249d5701.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

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: 0.596. Result ID: 69b3bbde47f34ce9249d5703.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-SkipGram","External Classifier":"HBOS","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW + HBOS

AUC: 0.595. Result ID: 69b3bbde47f34ce9249d56fb.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","External Classifier":"HBOS","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

### W2V-CBOW (End-to-End)

AUC: 0.591. Result ID: 69b3bbde47f34ce9249d570d.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"W2V-CBOW","Protocol":"End-to-End"}. This record does not assert independent reproduction.

### DNS-GT + ABOD

AUC: 0.552. Result ID: 69b3bbde47f34ce9249d570a.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

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: 0.549. Result ID: 69b3bbde47f34ce9249d5706.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a100636e5bf4afbcaca.md>)

Recorded evaluation configuration: {"Base Model":"DNS-GT","External Classifier":"Decision Tree","Protocol":"w/ External Classifiers"}. This record does not assert independent reproduction.

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