# Local Question Answering on SlideVQA 2k

Source: [Local Question Answering on SlideVQA 2k](<https://www.sota2.com/research/sota/local-question-answering-on-slidevqa-2k>)

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

Data updated: 2026-04-21T11:25:59.534Z

Evaluation of model performance on the SlideVQA 2k dataset for Local Question Answering, measured using 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) | SlideVQA 2k |
| 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-slidevqa-2k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MegaRAG | 64.85 | Not recorded | 694cc50653fdd5c36173a849 |
| LightRAG | 27.66 | Not recorded | 694cc50653fdd5c36173a849 |
| NaiveRAG | 11.34 | Not recorded | 694cc50653fdd5c36173a849 |
| GraphRAG | 6.8 | Not recorded | 694cc50653fdd5c36173a849 |
| GraphRAG | 5.22 | Not recorded | 694cc50653fdd5c36173a849 |

### MegaRAG

Accuracy: 64.85. Result ID: 69e75d9547f34ce924ce98cc.

[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","Graph retrieval entities (k)":"60","Page retrieval pages (m)":"6"}. This record does not assert independent reproduction.

### LightRAG

Accuracy: 27.66. Result ID: 69e75d9547f34ce924ce98cb.

[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","Gleaning":"1"}. This record does not assert independent reproduction.

### NaiveRAG

Accuracy: 11.34. Result ID: 69e75d9547f34ce924ce98c8.

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

Recorded evaluation configuration: {"Response LLM":"GPT-4o-mini","Embeddings":"text-embedding-3-small","Temperature":"0"}. This record does not assert independent reproduction.

### GraphRAG

Accuracy: 6.8. Result ID: 69e75d9547f34ce924ce98c9.

[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","Response LLM":"GPT-4o-mini","Gleaning":"1"}. This record does not assert independent reproduction.

### GraphRAG

Accuracy: 5.22. Result ID: 69e75d9547f34ce924ce98ca.

[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","Response LLM":"GPT-4o-mini","Gleaning":"1"}. This record does not assert independent reproduction.

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