# Contextual on G-Bench Medical (val)

Source: [Contextual on G-Bench Medical (val)](<https://www.sota2.com/research/sota/contextual-on-g-bench-medical-val>)

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

Data updated: 2026-06-02T08:38:54.725Z

Evaluation of model performance on the Contextual task using the validation split of the G-Bench Medical dataset, reporting Recall and Relevance.

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 | Contextual |
| Dataset (including any stated split) | G-Bench Medical (val) |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Recall](<https://www.sota2.com/research/sota/contextual-on-g-bench-medical-val.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Relevance](<https://www.sota2.com/research/sota/contextual-on-g-bench-medical-val.md?metric=Relevance>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| MemGraphRAG | 89.57 | Not recorded | 6a1e63c5dbd7150506f853ac |
| LinearRAG | 89.13 | Not recorded | 6a1e63c5dbd7150506f853ac |
| RAPTOR | 88.86 | Not recorded | 6a1e63c5dbd7150506f853ac |
| LightRAG | 85.71 | Not recorded | 6a1e63c5dbd7150506f853ac |
| HippoRAG | 83.46 | Not recorded | 6a1e63c5dbd7150506f853ac |
| Lazy-GraphRAG | 78.72 | Not recorded | 6a1e63c5dbd7150506f853ac |
| GFM-RAG | 78.62 | Not recorded | 6a1e63c5dbd7150506f853ac |
| HippoRAG2 | 77.4 | Not recorded | 6a1e63c5dbd7150506f853ac |

### MemGraphRAG

Recall: 89.57. Result ID: 6a1e968ffbc373592c18c8c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

Recorded evaluation configuration: {"Retrieval Time":"0.061"}. This record does not assert independent reproduction.

### LinearRAG

Recall: 89.13. Result ID: 6a1e968ffbc373592c18c8c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c131e209131cea8c4cc.md>)

Recorded evaluation configuration: {"Retrieval Time":"0.123"}. This record does not assert independent reproduction.

### RAPTOR

Recall: 88.86. Result ID: 6a1e968ffbc373592c18c8ba.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

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

Recorded evaluation configuration: {"Retrieval Time":"0.171"}. This record does not assert independent reproduction.

### LightRAG

Recall: 85.71. Result ID: 6a1e968ffbc373592c18c8bc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

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

Recorded evaluation configuration: {"Retrieval Time":"11.052"}. This record does not assert independent reproduction.

### HippoRAG

Recall: 83.46. Result ID: 6a1e968ffbc373592c18c8bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

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

Recorded evaluation configuration: {"Retrieval Time":"1.586"}. This record does not assert independent reproduction.

### Lazy-GraphRAG

Recall: 78.72. Result ID: 6a1e968ffbc373592c18c8bb.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

Recorded evaluation configuration: {"Retrieval Time":"9.835"}. This record does not assert independent reproduction.

### GFM-RAG

Recall: 78.62. Result ID: 6a1e968ffbc373592c18c8bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c3d1e209131cea8d1bf.md>)

Recorded evaluation configuration: {"Retrieval Time":"1.375"}. This record does not assert independent reproduction.

### HippoRAG2

Recall: 77.4. Result ID: 6a1e968ffbc373592c18c8be.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de8a.md>)

Recorded evaluation configuration: {"Retrieval Time":"2.157"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.