# Local Question Answering on RealMMBench TechSlides

Source: [Local Question Answering on RealMMBench TechSlides](<https://www.sota2.com/research/sota/local-question-answering-on-realmmbench-techslides>)

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

Data updated: 2026-04-21T11:25:59.665Z

Evaluation of model performance on the RealMMBench TechSlides dataset for Local Question Answering, measured by Accuracy.

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 | Local Question Answering |
| Dataset (including any stated split) | RealMMBench TechSlides |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/local-question-answering-on-realmmbench-techslides.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MegaRAG | 60.86 | Not recorded | 694cc50653fdd5c36173a849 |
| NaiveRAG | 32.94 | Not recorded | 694cc50653fdd5c36173a849 |
| LightRAG | 31.39 | Not recorded | 694cc50653fdd5c36173a849 |
| GraphRAG | 26.81 | Not recorded | 694cc50653fdd5c36173a849 |
| GraphRAG | 16.03 | Not recorded | 694cc50653fdd5c36173a849 |

### MegaRAG

Accuracy: 60.86. Result ID: 69e75d9547f34ce924ce98e0.

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

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

Recorded evaluation configuration: {"Response LLM":"GPT-4o-mini"}. This record does not assert independent reproduction.

### NaiveRAG

Accuracy: 32.94. Result ID: 69e75d9547f34ce924ce98dc.

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

Recorded evaluation configuration: {"Response LLM":"GPT-4o-mini"}. This record does not assert independent reproduction.

### LightRAG

Accuracy: 31.39. Result ID: 69e75d9547f34ce924ce98df.

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

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

Recorded evaluation configuration: {"Response LLM":"GPT-4o-mini"}. This record does not assert independent reproduction.

### GraphRAG

Accuracy: 26.81. Result ID: 69e75d9547f34ce924ce98dd.

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

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

Recorded evaluation configuration: {"Search Mode":"Local"}. This record does not assert independent reproduction.

### GraphRAG

Accuracy: 16.03. Result ID: 69e75d9547f34ce924ce98de.

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

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

Recorded evaluation configuration: {"Search Mode":"Global"}. This record does not assert independent reproduction.

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