# Part-of-Speech Tagging on UD Finnish-TDT (dev)

Source: [Part-of-Speech Tagging on UD Finnish-TDT (dev)](<https://www.sota2.com/research/sota/part-of-speech-tagging-on-ud-finnish-tdt-dev>)

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

Data updated: 2026-05-28T10:12:20.828Z

Evaluation of Part-of-Speech (POS) Tagging performance on the development split of the UD Finnish-TDT dataset, reporting UPOS accuracy.

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 | Part-of-Speech Tagging |
| Dataset (including any stated split) | UD Finnish-TDT (dev) |
| Metric | UPOS Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [UPOS Accuracy](<https://www.sota2.com/research/sota/part-of-speech-tagging-on-ud-finnish-tdt-dev.md?metric=UPOS%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | UPOS Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TNPP | 96.91 | Not recorded | 6a17cc4ddbd7150506f81569 |
| MCE-full | 94.66 | Not recorded | 6a17cc4ddbd7150506f81569 |
| MCE-rules | 83.92 | Not recorded | 6a17cc4ddbd7150506f81569 |
| Omorfi 1-best | 83.88 | Not recorded | 6a17cc4ddbd7150506f81569 |

### TNPP

UPOS Accuracy: 96.91. Result ID: 6a181366fbc373592c125f1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4ddbd7150506f81569.md>)

Recorded evaluation configuration: {"Approach":"Neural"}. This record does not assert independent reproduction.

### MCE-full

UPOS Accuracy: 94.66. Result ID: 6a181366fbc373592c125f1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4ddbd7150506f81569.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4ddbd7150506f81569.md>)

Recorded evaluation configuration: {"Approach":"FST+CG+stat"}. This record does not assert independent reproduction.

### MCE-rules

UPOS Accuracy: 83.92. Result ID: 6a181366fbc373592c125f20.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4ddbd7150506f81569.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4ddbd7150506f81569.md>)

Recorded evaluation configuration: {"Approach":"FST+CG"}. This record does not assert independent reproduction.

### Omorfi 1-best

UPOS Accuracy: 83.88. Result ID: 6a181366fbc373592c125f1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4ddbd7150506f81569.md>)

Recorded evaluation configuration: {"Approach":"FST + freq."}. This record does not assert independent reproduction.

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