# Dependency Parsing on Universal Dependencies (UD) English v2.11

Source: [Dependency Parsing on Universal Dependencies (UD) English v2.11](<https://www.sota2.com/research/sota/dependency-parsing-on-universal-dependencies-ud-english-v2-11>)

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

Data updated: 2026-02-26T05:48:05.148Z

Evaluation of Dependency Parsing performance on the English treebank of Universal Dependencies version 2.11, reporting metrics like LAS score and inference 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 | Dependency Parsing |
| Dataset (including any stated split) | Universal Dependencies (UD) English v2.11 |
| Metric | LAS |
| 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

- [LAS](<https://www.sota2.com/research/sota/dependency-parsing-on-universal-dependencies-ud-english-v2-11.md?metric=LAS>): Higher is better; unit: PERCENT.

- [Time (ms/sent.)](<https://www.sota2.com/research/sota/dependency-parsing-on-universal-dependencies-ud-english-v2-11.md?metric=Time%20(ms%2Fsent.)>): Lower is better; unit: TIME.

## Recorded results

| Method | LAS | Result date | Report paper |
| --- | --- | --- | --- |
| MetaJuLS | 94.9 | Not recorded | 695b457b53fdd5c361743061 |
| Stanza | 94.8 | Not recorded | 695b457b53fdd5c361743061 |
| Activity-Based | 94.5 | Not recorded | 695b457b53fdd5c361743061 |
| VSIDS-style | 94.3 | Not recorded | 695b457b53fdd5c361743061 |
| UDPipe | 94.2 | Not recorded | 695b457b53fdd5c361743061 |
| Cost-Normalized Greedy | 94.1 | Not recorded | 695b457b53fdd5c361743061 |

### MetaJuLS

LAS: 94.9. Result ID: 6996a8745698665ec4f24f38.

[Reporting paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

Recorded evaluation configuration: {"scheduling":"meta-learned propagation policy"}. This record does not assert independent reproduction.

### Stanza

LAS: 94.8. Result ID: 6996a8745698665ec4f24f34.

[Reporting paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164ca.md>)

[Implementation](<https://stanfordnlp.github.io/stanza/>)

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

### Activity-Based

LAS: 94.5. Result ID: 6996a8745698665ec4f24f35.

[Reporting paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60541e209131ce9eec9f.md>)

Recorded evaluation configuration: {"scheduling":"activity-based"}. This record does not assert independent reproduction.

### VSIDS-style

LAS: 94.3. Result ID: 6996a8745698665ec4f24f36.

[Reporting paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

Recorded evaluation configuration: {"scheduling":"conflict-driven"}. This record does not assert independent reproduction.

### UDPipe

LAS: 94.2. Result ID: 6996a8745698665ec4f24f33.

[Reporting paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

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

### Cost-Normalized Greedy

LAS: 94.1. Result ID: 6996a8745698665ec4f24f37.

[Reporting paper](<https://www.sota2.com/research/paper/695b457b53fdd5c361743061.md>)

Recorded evaluation configuration: {"scheduling":"cost-normalized greedy"}. This record does not assert independent reproduction.

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