# General QA on UltraDomain Physics (test)

Source: [General QA on UltraDomain Physics (test)](<https://www.sota2.com/research/sota/general-qa-on-ultradomain-physics-test>)

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

Data updated: 2026-05-20T06:53:27.100Z

Evaluation of General Question Answering performance on the UltraDomain Physics test set, measured using quality metrics such as Comprehensive, Diversity, Logicality, Relevance, and Coherence.

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 | General QA |
| Dataset (including any stated split) | UltraDomain Physics (test) |
| Metric | Comprehensiveness |
| 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

- [Comprehensiveness](<https://www.sota2.com/research/sota/general-qa-on-ultradomain-physics-test.md?metric=Comprehensiveness>): Higher is better; unit: PERCENT.

- [Diversity](<https://www.sota2.com/research/sota/general-qa-on-ultradomain-physics-test.md?metric=Diversity>): Higher is better; unit: PERCENT.

- [Logicality](<https://www.sota2.com/research/sota/general-qa-on-ultradomain-physics-test.md?metric=Logicality>): Higher is better; unit: PERCENT.

- [Relevance](<https://www.sota2.com/research/sota/general-qa-on-ultradomain-physics-test.md?metric=Relevance>): Higher is better; unit: PERCENT.

- [Coherence](<https://www.sota2.com/research/sota/general-qa-on-ultradomain-physics-test.md?metric=Coherence>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Comprehensiveness | Result date | Report paper |
| --- | --- | --- | --- |
| QAFD-RAG | 89.51 | Not recorded | 6a0d400ff984739ed673778f |
| GraphRAG | 86.33 | Not recorded | 6a0d400ff984739ed673778f |
| LightRAG | 84.45 | Not recorded | 6a0d400ff984739ed673778f |
| RAPTOR | 84.18 | Not recorded | 6a0d400ff984739ed673778f |
| HippoRAG | 82.81 | Not recorded | 6a0d400ff984739ed673778f |

### QAFD-RAG

Comprehensiveness: 89.51. Result ID: 6a0d58c1fbc373592c04cdaa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

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

### GraphRAG

Comprehensiveness: 86.33. Result ID: 6a0d58c1fbc373592c04cda6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770d1e209131cea70c5a.md>)

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

### LightRAG

Comprehensiveness: 84.45. Result ID: 6a0d58c1fbc373592c04cda7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78461e209131cea778bd.md>)

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

### RAPTOR

Comprehensiveness: 84.18. Result ID: 6a0d58c1fbc373592c04cda8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53fc2.md>)

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

### HippoRAG

Comprehensiveness: 82.81. Result ID: 6a0d58c1fbc373592c04cda9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76981e209131cea6dff9.md>)

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

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