# Trivariate scaling behavior extrapolation on Imagenet

Source: [Trivariate scaling behavior extrapolation on Imagenet](<https://www.sota2.com/research/sota/trivariate-scaling-behavior-extrapolation-on-imagenet>)

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

Data updated: 2026-05-27T07:52:22.634Z

Evaluation of model performance on Trivariate scaling behavior extrapolation using the Imagenet dataset, measured by RMSLE.

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 | Trivariate scaling behavior extrapolation |
| Dataset (including any stated split) | Imagenet |
| Metric | RMSLE |
| Unit | SCALAR |
| Direction | Lower 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

- [RMSLE](<https://www.sota2.com/research/sota/trivariate-scaling-behavior-extrapolation-on-imagenet.md?metric=RMSLE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSLE | Result date | Report paper |
| --- | --- | --- | --- |
| UNSL | 0.017 | Not recorded | 6a167aa1dbd7150506f80004 |
| A3 | 0.022 | Not recorded | 6a167aa1dbd7150506f80004 |
| A2 | 0.0339 | Not recorded | 6a167aa1dbd7150506f80004 |
| A1 | 0.0461 | Not recorded | 6a167aa1dbd7150506f80004 |
| DC | 0.254 | Not recorded | 6a167aa1dbd7150506f80004 |

### UNSL

RMSLE: 0.017. Result ID: 6a16a2b3fbc373592c0f8c1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa1dbd7150506f80004.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa1dbd7150506f80004.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A3

RMSLE: 0.022. Result ID: 6a16a2b3fbc373592c0f8c1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa1dbd7150506f80004.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701a1e209131cea4904b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A2

RMSLE: 0.0339. Result ID: 6a16a2b3fbc373592c0f8c1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa1dbd7150506f80004.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701a1e209131cea4904b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A1

RMSLE: 0.0461. Result ID: 6a16a2b3fbc373592c0f8c1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa1dbd7150506f80004.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701a1e209131cea4904b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DC

RMSLE: 0.254. Result ID: 6a16a2b3fbc373592c0f8c1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa1dbd7150506f80004.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b61e209131cea7f0ce.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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