# Lexical Complexity Prediction on BEA Shared Task Closed Track 2026 (test)

Source: [Lexical Complexity Prediction on BEA Shared Task Closed Track 2026 (test)](<https://www.sota2.com/research/sota/lexical-complexity-prediction-on-bea-shared-task-closed-track-2026-test>)

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

Data updated: 2026-05-15T07:56:41.751Z

Evaluation of Lexical Complexity Prediction performance on the test set of the BEA Shared Task Closed Track 2026, showing aggregated results across languages (Chinese, German, Spanish).

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 | Lexical Complexity Prediction |
| Dataset (including any stated split) | BEA Shared Task Closed Track 2026 (test) |
| Metric | Chinese Score |
| Unit | SCALAR |
| 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

- [Chinese Score](<https://www.sota2.com/research/sota/lexical-complexity-prediction-on-bea-shared-task-closed-track-2026-test.md?metric=Chinese%20Score>): Higher is better; unit: SCALAR.

- [German Score](<https://www.sota2.com/research/sota/lexical-complexity-prediction-on-bea-shared-task-closed-track-2026-test.md?metric=German%20Score>): Higher is better; unit: SCALAR.

- [Spanish Score](<https://www.sota2.com/research/sota/lexical-complexity-prediction-on-bea-shared-task-closed-track-2026-test.md?metric=Spanish%20Score>): Higher is better; unit: SCALAR.

- [Mean Score](<https://www.sota2.com/research/sota/lexical-complexity-prediction-on-bea-shared-task-closed-track-2026-test.md?metric=Mean%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Chinese Score | Result date | Report paper |
| --- | --- | --- | --- |
| Closed-Track Baseline | 1.14 | Not recorded | 6a06a8a3dbc836b87d82a120 |
| traditional | 1.078 | Not recorded | 6a06a8a3dbc836b87d82a120 |
| expl. – lin. regression | 0.975 | Not recorded | 6a06a8a3dbc836b87d82a120 |
| expl. – std. inference | 0.961 | Not recorded | 6a06a8a3dbc836b87d82a120 |
| explainable | 0.92 | Not recorded | 6a06a8a3dbc836b87d82a120 |
| closed\_max | 0.816 | Not recorded | 6a06a8a3dbc836b87d82a120 |

### Closed-Track Baseline

Chinese Score: 1.14. Result ID: 6a06d11b47f34ce924ee3913.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

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

### traditional

Chinese Score: 1.078. Result ID: 6a06d11b47f34ce924ee3910.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

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

### expl. – lin. regression

Chinese Score: 0.975. Result ID: 6a06d11b47f34ce924ee3912.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

Recorded evaluation configuration: {"regression":"linear regression"}. This record does not assert independent reproduction.

### expl. – std. inference

Chinese Score: 0.961. Result ID: 6a06d11b47f34ce924ee3911.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

Recorded evaluation configuration: {"inference":"standard inference"}. This record does not assert independent reproduction.

### explainable

Chinese Score: 0.92. Result ID: 6a06d11b47f34ce924ee390f.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

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

### closed\_max

Chinese Score: 0.816. Result ID: 6a06d11b47f34ce924ee390e.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8a3dbc836b87d82a120.md>)

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

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