# Natural Language to FHIRPath query generation on FHIRPath-QA Patient perspective

Source: [Natural Language to FHIRPath query generation on FHIRPath-QA Patient perspective](<https://www.sota2.com/research/sota/natural-language-to-fhirpath-query-generation-on-fhirpath-qa-patient-perspective>)

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

Data updated: 2026-03-26T13:27:19.824Z

Evaluation of model performance on generating FHIRPath queries from natural language instructions using the FHIRPath-QA Patient perspective dataset, measured by Accuracy, Failure Rate, and Accuracy Excluding Failures.

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 | Natural Language to FHIRPath query generation |
| Dataset (including any stated split) | FHIRPath-QA Patient perspective |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/natural-language-to-fhirpath-query-generation-on-fhirpath-qa-patient-perspective.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Failure Rate](<https://www.sota2.com/research/sota/natural-language-to-fhirpath-query-generation-on-fhirpath-qa-patient-perspective.md?metric=Failure%20Rate>): Lower is better; unit: PERCENT.

- [Accuracy Excluding Failures](<https://www.sota2.com/research/sota/natural-language-to-fhirpath-query-generation-on-fhirpath-qa-patient-perspective.md?metric=Accuracy%20Excluding%20Failures>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| o1-preview | 41 | Not recorded | 69a5197d2d603e6de3e3c913 |
| o1-mini | 38 | Not recorded | 69a5197d2d603e6de3e3c913 |
| o1-mini | 33 | Not recorded | 69a5197d2d603e6de3e3c913 |
| 4o-mini | 28 | Not recorded | 69a5197d2d603e6de3e3c913 |
| o1-preview | 27 | Not recorded | 69a5197d2d603e6de3e3c913 |
| 4o-mini | 15 | Not recorded | 69a5197d2d603e6de3e3c913 |

### o1-preview

Accuracy: 41. Result ID: 69c5332e47f34ce924aeba1a.

[Reporting paper](<https://www.sota2.com/research/paper/69a5197d2d603e6de3e3c913.md>)

Recorded evaluation configuration: {"Architecture Strategy":"Retrieval"}. This record does not assert independent reproduction.

### o1-mini

Accuracy: 38. Result ID: 69c5332e47f34ce924aeba1c.

[Reporting paper](<https://www.sota2.com/research/paper/69a5197d2d603e6de3e3c913.md>)

Recorded evaluation configuration: {"Architecture Strategy":"Query-first"}. This record does not assert independent reproduction.

### o1-mini

Accuracy: 33. Result ID: 69c5332e47f34ce924aeba19.

[Reporting paper](<https://www.sota2.com/research/paper/69a5197d2d603e6de3e3c913.md>)

Recorded evaluation configuration: {"Architecture Strategy":"Retrieval"}. This record does not assert independent reproduction.

### 4o-mini

Accuracy: 28. Result ID: 69c5332e47f34ce924aeba1e.

[Reporting paper](<https://www.sota2.com/research/paper/69a5197d2d603e6de3e3c913.md>)

Recorded evaluation configuration: {"Architecture Strategy":"Query-first"}. This record does not assert independent reproduction.

### o1-preview

Accuracy: 27. Result ID: 69c5332e47f34ce924aeba1d.

[Reporting paper](<https://www.sota2.com/research/paper/69a5197d2d603e6de3e3c913.md>)

Recorded evaluation configuration: {"Architecture Strategy":"Query-first"}. This record does not assert independent reproduction.

### 4o-mini

Accuracy: 15. Result ID: 69c5332e47f34ce924aeba1b.

[Reporting paper](<https://www.sota2.com/research/paper/69a5197d2d603e6de3e3c913.md>)

Recorded evaluation configuration: {"Architecture Strategy":"Retrieval"}. This record does not assert independent reproduction.

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