# Global Question Answering on UltraDomain Mix

Source: [Global Question Answering on UltraDomain Mix](<https://www.sota2.com/research/sota/global-question-answering-on-ultradomain-mix>)

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

Data updated: 2026-04-21T11:25:59.425Z

Evaluation of model performance on the UltraDomain Mix dataset for Global Question Answering, measured using Comprehensiveness, Diversity, Empowerment, and Overall scores.

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 | Global Question Answering |
| Dataset (including any stated split) | UltraDomain Mix |
| Metric | Comprehensiveness |
| 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

- [Comprehensiveness](<https://www.sota2.com/research/sota/global-question-answering-on-ultradomain-mix.md?metric=Comprehensiveness>): Higher is better; unit: SCALAR.

- [Diversity](<https://www.sota2.com/research/sota/global-question-answering-on-ultradomain-mix.md?metric=Diversity>): Higher is better; unit: SCALAR.

- [Empowerment](<https://www.sota2.com/research/sota/global-question-answering-on-ultradomain-mix.md?metric=Empowerment>): Higher is better; unit: SCALAR.

- [Overall Score](<https://www.sota2.com/research/sota/global-question-answering-on-ultradomain-mix.md?metric=Overall%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Comprehensiveness | Result date | Report paper |
| --- | --- | --- | --- |
| MegaRAG | 76.8 | Not recorded | 694cc50653fdd5c36173a849 |
| MegaRAG | 59.2 | Not recorded | 694cc50653fdd5c36173a849 |
| MegaRAG | 50.4 | Not recorded | 694cc50653fdd5c36173a849 |
| NaiveRAG | 5.6 | Not recorded | 694cc50653fdd5c36173a849 |
| GraphRAG | 4 | Not recorded | 694cc50653fdd5c36173a849 |
| LightRAG | 3.2 | Not recorded | 694cc50653fdd5c36173a849 |

### MegaRAG

Comprehensiveness: 76.8. Result ID: 69e75d9547f34ce924ce9897.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

Recorded evaluation configuration: {"Comparison Partner":"LightRAG"}. This record does not assert independent reproduction.

### MegaRAG

Comprehensiveness: 59.2. Result ID: 69e75d9547f34ce924ce9895.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

Recorded evaluation configuration: {"Comparison Partner":"GraphRAG"}. This record does not assert independent reproduction.

### MegaRAG

Comprehensiveness: 50.4. Result ID: 69e75d9547f34ce924ce9893.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

Recorded evaluation configuration: {"Comparison Partner":"NaiveRAG"}. This record does not assert independent reproduction.

### NaiveRAG

Comprehensiveness: 5.6. Result ID: 69e75d9547f34ce924ce9892.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

Recorded evaluation configuration: {"Comparison Partner":"MegaRAG"}. This record does not assert independent reproduction.

### GraphRAG

Comprehensiveness: 4. Result ID: 69e75d9547f34ce924ce9894.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

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

Recorded evaluation configuration: {"Comparison Partner":"MegaRAG"}. This record does not assert independent reproduction.

### LightRAG

Comprehensiveness: 3.2. Result ID: 69e75d9547f34ce924ce9896.

[Reporting paper](<https://www.sota2.com/research/paper/694cc50653fdd5c36173a849.md>)

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

Recorded evaluation configuration: {"Comparison Partner":"MegaRAG"}. This record does not assert independent reproduction.

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