# Video Retrieval on V-RAGBench

Source: [Video Retrieval on V-RAGBench](<https://www.sota2.com/research/sota/video-retrieval-on-v-ragbench>)

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

Data updated: 2026-06-12T07:43:28.805Z

Evaluation of Video Retrieval performance on the V-RAGBench dataset, typically measured using Recall@5 and nDCG@5.

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 | Video Retrieval |
| Dataset (including any stated split) | V-RAGBench |
| Metric | Recall@5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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@5](<https://www.sota2.com/research/sota/video-retrieval-on-v-ragbench.md?metric=Recall%405>): Higher is better; unit: PERCENT.

- [nDCG@5](<https://www.sota2.com/research/sota/video-retrieval-on-v-ragbench.md?metric=nDCG%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@5 | Result date | Report paper |
| --- | --- | --- | --- |
| CARVE | 60.3 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| VideoRAG-A | 51 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| GQR | 50.3 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| VideoRAG-B | 48.7 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| UniversalRAG-LoRA | 47 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| RRF | 46.3 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| DAT | 46 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| UniversalRAG | 44.7 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| GME | 41.3 | Not recorded | 6a2b92c5d33dfb23e783b240 |
| Freeret | 26.3 | Not recorded | 6a2b92c5d33dfb23e783b240 |

### CARVE

Recall@5: 60.3. Result ID: 6a2bb893fbc373592c29d961.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

Recorded evaluation configuration: {"Category":"Chunk-Level"}. This record does not assert independent reproduction.

### VideoRAG-A

Recall@5: 51. Result ID: 6a2bb893fbc373592c29d958.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e91e209131cea7b289.md>)

Recorded evaluation configuration: {"Category":"System-Level"}. This record does not assert independent reproduction.

### GQR

Recall@5: 50.3. Result ID: 6a2bb893fbc373592c29d959.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be11e209131cea8b087.md>)

Recorded evaluation configuration: {"Category":"System-Level"}. This record does not assert independent reproduction.

### VideoRAG-B

Recall@5: 48.7. Result ID: 6a2bb893fbc373592c29d95e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764b1e209131cea6c370.md>)

[Implementation](<https://github.com/Leon1207/Video-RAG-master>)

Recorded evaluation configuration: {"Category":"Query-Level"}. This record does not assert independent reproduction.

### UniversalRAG-LoRA

Recall@5: 47. Result ID: 6a2bb893fbc373592c29d960.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79223.md>)

Recorded evaluation configuration: {"Category":"Query-Level"}. This record does not assert independent reproduction.

### RRF

Recall@5: 46.3. Result ID: 6a2bb893fbc373592c29d95c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72721e209131cea565f8.md>)

Recorded evaluation configuration: {"Category":"Query-Level"}. This record does not assert independent reproduction.

### DAT

Recall@5: 46. Result ID: 6a2bb893fbc373592c29d95d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77bf1e209131cea75118.md>)

Recorded evaluation configuration: {"Category":"Query-Level"}. This record does not assert independent reproduction.

### UniversalRAG

Recall@5: 44.7. Result ID: 6a2bb893fbc373592c29d95f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78961e209131cea79223.md>)

Recorded evaluation configuration: {"Category":"Query-Level"}. This record does not assert independent reproduction.

### GME

Recall@5: 41.3. Result ID: 6a2bb893fbc373592c29d95b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74c2c.md>)

Recorded evaluation configuration: {"Category":"System-Level"}. This record does not assert independent reproduction.

### Freeret

Recall@5: 26.3. Result ID: 6a2bb893fbc373592c29d95a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b92c5d33dfb23e783b240.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb81e209131cea8a223.md>)

Recorded evaluation configuration: {"Category":"System-Level"}. This record does not assert independent reproduction.

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