# Text Retrieval on LLaVA cc3m

Source: [Text Retrieval on LLaVA cc3m](<https://www.sota2.com/research/sota/text-retrieval-on-llava-cc3m>)

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

Data updated: 2026-03-27T13:19:42.725Z

Evaluation of Text Retrieval performance using TR@K metrics (TR@1, TR@5, TR@10) on the LLaVA subset of the CC3M dataset.

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 | Text Retrieval |
| Dataset (including any stated split) | LLaVA cc3m |
| Metric | TR@1 |
| 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

- [TR@1](<https://www.sota2.com/research/sota/text-retrieval-on-llava-cc3m.md?metric=TR%401>): Higher is better; unit: SCALAR.

- [TR@5](<https://www.sota2.com/research/sota/text-retrieval-on-llava-cc3m.md?metric=TR%405>): Higher is better; unit: SCALAR.

- [TR@10](<https://www.sota2.com/research/sota/text-retrieval-on-llava-cc3m.md?metric=TR%4010>): Higher is better; unit: SCALAR.

## Recorded results

| Method | TR@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 4.1 | Not recorded | 69c60f300636e5bf4afc8644 |
| Ours | 3.7 | Not recorded | 69c60f300636e5bf4afc8644 |
| Ours | 2.9 | Not recorded | 69c60f300636e5bf4afc8644 |
| LoRS | 2.5 | Not recorded | 69c60f300636e5bf4afc8644 |
| LoRS | 2.4 | Not recorded | 69c60f300636e5bf4afc8644 |
| LoRS | 1.7 | Not recorded | 69c60f300636e5bf4afc8644 |

### Ours

TR@1: 4.1. Result ID: 69c683db47f34ce924b09e72.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

Recorded evaluation configuration: {"Pairs":"500"}. This record does not assert independent reproduction.

### Ours

TR@1: 3.7. Result ID: 69c683db47f34ce924b09e71.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

Recorded evaluation configuration: {"Pairs":"200"}. This record does not assert independent reproduction.

### Ours

TR@1: 2.9. Result ID: 69c683db47f34ce924b09e70.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

Recorded evaluation configuration: {"Pairs":"100"}. This record does not assert independent reproduction.

### LoRS

TR@1: 2.5. Result ID: 69c683db47f34ce924b09e6f.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738c1e209131cea5d273.md>)

Recorded evaluation configuration: {"Pairs":"500"}. This record does not assert independent reproduction.

### LoRS

TR@1: 2.4. Result ID: 69c683db47f34ce924b09e6e.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738c1e209131cea5d273.md>)

Recorded evaluation configuration: {"Pairs":"200"}. This record does not assert independent reproduction.

### LoRS

TR@1: 1.7. Result ID: 69c683db47f34ce924b09e6d.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f300636e5bf4afc8644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738c1e209131cea5d273.md>)

Recorded evaluation configuration: {"Pairs":"100"}. This record does not assert independent reproduction.

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