# Tag Prediction on Twitter dataset

Source: [Tag Prediction on Twitter dataset](<https://www.sota2.com/research/sota/tag-prediction-on-twitter-dataset>)

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

Data updated: 2026-02-26T05:58:50.695Z

Evaluation of Tag Prediction performance on the Twitter dataset, measured using metrics such as Precision@1, Recall@10, and Mean Rank.

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 | Tag Prediction |
| Dataset (including any stated split) | Twitter dataset |
| Metric | Precision@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Precision@1](<https://www.sota2.com/research/sota/tag-prediction-on-twitter-dataset.md?metric=Precision%401>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/tag-prediction-on-twitter-dataset.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

- [Mean Rank](<https://www.sota2.com/research/sota/tag-prediction-on-twitter-dataset.md?metric=Mean%20Rank>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Precision@1 | Result date | Report paper |
| --- | --- | --- | --- |
| fine-grained gate | 30.69 | Not recorded | 68fa63a41e209131ce9fff99 |
| scalar gate | 29.74 | Not recorded | 68fa63a41e209131ce9fff99 |
| word char concat | 29.61 | Not recorded | 68fa63a41e209131ce9fff99 |
| word char feat concat | 29.51 | Not recorded | 68fa63a41e209131ce9fff99 |
| char | 28.4 | Not recorded | 68fa63a41e209131ce9fff99 |
| word | 24.1 | Not recorded | 68fa63a41e209131ce9fff99 |

### fine-grained gate

Precision@1: 30.69. Result ID: 698bfe57f729bc7f68e76516.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

[Implementation](<https://github.com/kimiyoung/fg-gating>)

Recorded evaluation configuration: {"gating\_mechanism":"fine-grained gate"}. This record does not assert independent reproduction.

### scalar gate

Precision@1: 29.74. Result ID: 698bfe57f729bc7f68e76515.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62ce1e209131ce9fb2a5.md>)

Recorded evaluation configuration: {"gating\_mechanism":"scalar gate"}. This record does not assert independent reproduction.

### word char concat

Precision@1: 29.61. Result ID: 698bfe57f729bc7f68e76513.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a11e209131ce9fa622.md>)

Recorded evaluation configuration: {"representation\_level":"word-level and character-level"}. This record does not assert independent reproduction.

### word char feat concat

Precision@1: 29.51. Result ID: 698bfe57f729bc7f68e76514.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

Recorded evaluation configuration: {"representation\_level":"word-level and character-level","additional\_features":"concatenated"}. This record does not assert independent reproduction.

### char

Precision@1: 28.4. Result ID: 698bfe57f729bc7f68e76512.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627a1e209131ce9f96ae.md>)

Recorded evaluation configuration: {"representation\_level":"char"}. This record does not assert independent reproduction.

### word

Precision@1: 24.1. Result ID: 698bfe57f729bc7f68e76511.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fff99.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627a1e209131ce9f96ae.md>)

Recorded evaluation configuration: {"representation\_level":"word"}. This record does not assert independent reproduction.

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