# Question Interpretation on ArchEHR-QA 2026 (test)

Source: [Question Interpretation on ArchEHR-QA 2026 (test)](<https://www.sota2.com/research/sota/question-interpretation-on-archehr-qa-2026-test>)

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

Data updated: 2026-05-12T16:55:33.731Z

Evaluation of model performance on the test split of the ArchEHR-QA 2026 dataset specifically for the Question Interpretation task, measured using Overall, ROUGE-L, BERTScore, AlignScore, and MEDCON.

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 | Question Interpretation |
| Dataset (including any stated split) | ArchEHR-QA 2026 (test) |
| Metric | Overall Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Overall Score](<https://www.sota2.com/research/sota/question-interpretation-on-archehr-qa-2026-test.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

- [ROUGE-L](<https://www.sota2.com/research/sota/question-interpretation-on-archehr-qa-2026-test.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

- [BERTScore](<https://www.sota2.com/research/sota/question-interpretation-on-archehr-qa-2026-test.md?metric=BERTScore>): Higher is better; unit: PERCENT.

- [AlignScore](<https://www.sota2.com/research/sota/question-interpretation-on-archehr-qa-2026-test.md?metric=AlignScore>): Higher is better; unit: PERCENT.

- [MEDCON](<https://www.sota2.com/research/sota/question-interpretation-on-archehr-qa-2026-test.md?metric=MEDCON>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Score | Result date | Report paper |
| --- | --- | --- | --- |
| HealthNLLP\_Ret. | 31.2 | Not recorded | 6a02b4b2dbc836b87d824f95 |
| KPSCMI | 30.8 | Not recorded | 6a02b4b2dbc836b87d824f95 |
| OptiMed | 29.9 | Not recorded | 6a02b4b2dbc836b87d824f95 |
| Neural1.5 | 28.9 | Not recorded | 6a02b4b2dbc836b87d824f95 |
| Yale-DM-Lab | 27.1 | Not recorded | 6a02b4b2dbc836b87d824f95 |

### HealthNLLP\_Ret.

Overall Score: 31.2. Result ID: 6a035b6a47f34ce924e8f9c5.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4b2dbc836b87d824f95.md>)

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

### KPSCMI

Overall Score: 30.8. Result ID: 6a035b6a47f34ce924e8f9c6.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4b2dbc836b87d824f95.md>)

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

### OptiMed

Overall Score: 29.9. Result ID: 6a035b6a47f34ce924e8f9c7.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4b2dbc836b87d824f95.md>)

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

### Neural1.5

Overall Score: 28.9. Result ID: 6a035b6a47f34ce924e8f9c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4b2dbc836b87d824f95.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b4b2dbc836b87d824f95.md>)

Recorded evaluation configuration: {"Model":"GPT-4.1","Context Window":"2,000 tokens","Optimizer":"MIPROv2","Temperature":"0.3"}. This record does not assert independent reproduction.

### Yale-DM-Lab

Overall Score: 27.1. Result ID: 6a035b6a47f34ce924e8f9c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b4b2dbc836b87d824f95.md>)

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

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