# Language Identification on TCL UTF-8 converted

Source: [Language Identification on TCL UTF-8 converted](<https://www.sota2.com/research/sota/language-identification-on-tcl-utf-8-converted>)

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

Data updated: 2026-02-26T05:27:18.022Z

Evaluation of Language Identification performance on the TCL UTF-8 converted dataset, measured by Accuracy and Time.

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 | Language Identification |
| Dataset (including any stated split) | TCL UTF-8 converted |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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](<https://www.sota2.com/research/sota/language-identification-on-tcl-utf-8-converted.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Time (s)](<https://www.sota2.com/research/sota/language-identification-on-tcl-utf-8-converted.md?metric=Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| fastText | 0.947 | Not recorded | 68fa642f1e209131cea034d3 |
| langid.py | 0.931 | Not recorded | 68fa642f1e209131cea034d3 |

### fastText

Accuracy: 0.947. Result ID: 698c177bf729bc7f68e83caa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea034d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea034d3.md>)

[Implementation](<https://fasttext.cc/>)

Recorded evaluation configuration: {"features":"character ngrams of length 2, 3 and 4","classifier":"hierarchical softmax"}. This record does not assert independent reproduction.

### langid.py

Accuracy: 0.931. Result ID: 698c177bf729bc7f68e83ca9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea034d3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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