# Universal Dependency Parsing on Spanish AnCora v2.2 (test)

Source: [Universal Dependency Parsing on Spanish AnCora v2.2 (test)](<https://www.sota2.com/research/sota/universal-dependency-parsing-on-spanish-ancora-v2-2-test>)

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

Data updated: 2026-02-26T06:07:50.128Z

Evaluation of Universal Dependency Parsing performance on the test split of the Spanish AnCora v2.2 dataset, reporting metrics including UPOS, FEATS, LEM, UAS, and LAS.

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 | Universal Dependency Parsing |
| Dataset (including any stated split) | Spanish AnCora v2.2 (test) |
| Metric | UPOS |
| 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](<https://www.sota2.com/research/sota/universal-dependency-parsing-on-spanish-ancora-v2-2-test.md?metric=UPOS>): Higher is better; unit: PERCENT.

- [FEATS](<https://www.sota2.com/research/sota/universal-dependency-parsing-on-spanish-ancora-v2-2-test.md?metric=FEATS>): Higher is better; unit: PERCENT.

- [LEM](<https://www.sota2.com/research/sota/universal-dependency-parsing-on-spanish-ancora-v2-2-test.md?metric=LEM>): Higher is better; unit: PERCENT.

- [UAS](<https://www.sota2.com/research/sota/universal-dependency-parsing-on-spanish-ancora-v2-2-test.md?metric=UAS>): Higher is better; unit: PERCENT.

- [LAS](<https://www.sota2.com/research/sota/universal-dependency-parsing-on-spanish-ancora-v2-2-test.md?metric=LAS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | UPOS | Result date | Report paper |
| --- | --- | --- | --- |
| UDPipe Future | 98.91 | Not recorded | 68fa66421e209131cea0f42e |
| UDify | 98.68 | Not recorded | 68fa66421e209131cea0f42e |
| UDify | 98.6 | Not recorded | 68fa66421e209131cea0f42e |
| UDify | 98.53 | Not recorded | 68fa66421e209131cea0f42e |

### UDPipe Future

UPOS: 98.91. Result ID: 698ce6a38b517eb4331d89be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

Recorded evaluation configuration: {"BERT":"None"}. This record does not assert independent reproduction.

### UDify

UPOS: 98.68. Result ID: 698ce6a38b517eb4331d89c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

[Implementation](<https://github.com/hyperparticle/udify>)

Recorded evaluation configuration: {"fine-tune mode":"all treebanks then single treebank"}. This record does not assert independent reproduction.

### UDify

UPOS: 98.6. Result ID: 698ce6a38b517eb4331d89bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

[Implementation](<https://github.com/hyperparticle/udify>)

Recorded evaluation configuration: {"fine-tune mode":"single treebank"}. This record does not assert independent reproduction.

### UDify

UPOS: 98.53. Result ID: 698ce6a38b517eb4331d89c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f42e.md>)

[Implementation](<https://github.com/hyperparticle/udify>)

Recorded evaluation configuration: {"fine-tune mode":"all UD treebanks combined"}. This record does not assert independent reproduction.

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