# In-distribution Retrieval on CIFAR-100

Source: [In-distribution Retrieval on CIFAR-100](<https://www.sota2.com/research/sota/in-distribution-retrieval-on-cifar-100>)

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

Data updated: 2026-05-08T08:37:48.981Z

Evaluation of In-distribution Retrieval performance on the CIFAR-100 dataset, reporting metrics such as LP@1 and AR@1.

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 | In-distribution Retrieval |
| Dataset (including any stated split) | CIFAR-100 |
| Metric | LP@1 |
| Unit | PERCENT |
| 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

- [LP@1](<https://www.sota2.com/research/sota/in-distribution-retrieval-on-cifar-100.md?metric=LP%401>): Higher is better; unit: PERCENT.

- [AR@1](<https://www.sota2.com/research/sota/in-distribution-retrieval-on-cifar-100.md?metric=AR%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LP@1 | Result date | Report paper |
| --- | --- | --- | --- |
| ICon | 99.9 | Not recorded | 69fd6e385497b3b670c89534 |
| SRL | 99.2 | Not recorded | 69fd6e385497b3b670c89534 |
| EGA | 70.5 | Not recorded | 69fd6e385497b3b670c89534 |
| LoRA+InfoNCE | 66.8 | Not recorded | 69fd6e385497b3b670c89534 |
| LoRA+Triplet | 61.2 | Not recorded | 69fd6e385497b3b670c89534 |
| CLIP (frozen) | 54.9 | Not recorded | 69fd6e385497b3b670c89534 |

### ICon

LP@1: 99.9. Result ID: 69fda0cb47f34ce924e0a621.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d4d1e209131ce9d8daf.md>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### SRL

LP@1: 99.2. Result ID: 69fda0cb47f34ce924e0a622.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71b0e.md>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### EGA

LP@1: 70.5. Result ID: 69fda0cb47f34ce924e0a625.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### LoRA+InfoNCE

LP@1: 66.8. Result ID: 69fda0cb47f34ce924e0a623.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### LoRA+Triplet

LP@1: 61.2. Result ID: 69fda0cb47f34ce924e0a624.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### CLIP (frozen)

LP@1: 54.9. Result ID: 69fda0cb47f34ce924e0a620.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

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