# Model Transferability Assessment on CF-100

Source: [Model Transferability Assessment on CF-100](<https://www.sota2.com/research/sota/model-transferability-assessment-on-cf-100>)

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

Data updated: 2026-02-26T06:08:49.198Z

Evaluation of model transferability assessment performance using Weighted Kendall's tau on the CF-100 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 | Model Transferability Assessment |
| Dataset (including any stated split) | CF-100 |
| Metric | Weighted Kendall's tau |
| 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

- [Weighted Kendall's tau](<https://www.sota2.com/research/sota/model-transferability-assessment-on-cf-100.md?metric=Weighted%20Kendall%27s%20tau>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Weighted Kendall's tau | Result date | Report paper |
| --- | --- | --- | --- |
| SFDA | 0.803 | Not recorded | 68fa6d171e209131cea379de |
| NLEEP | 0.653 | Not recorded | 68fa6d171e209131cea379de |
| SFDA | 0.548 | Not recorded | 68fa6d171e209131cea379de |
| LogME | 0.507 | Not recorded | 68fa6d171e209131cea379de |
| NLEEP | 0.276 | Not recorded | 68fa6d171e209131cea379de |
| LogME | -0.008 | Not recorded | 68fa6d171e209131cea379de |

### SFDA

Weighted Kendall's tau: 0.803. Result ID: 698f8cfb3a6c314849fa0671.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Implementation](<https://github.com/TencentARC/SFDA>)

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

### NLEEP

Weighted Kendall's tau: 0.653. Result ID: 698f8cfb3a6c314849fa0670.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4c1e209131cea38e8c.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/rank_ckpt>)

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

### SFDA

Weighted Kendall's tau: 0.548. Result ID: 698f8cfb3a6c314849fa0692.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Implementation](<https://github.com/TencentARC/SFDA>)

Recorded evaluation configuration: {"Wall-Clock Time (s)":753.1}. This record does not assert independent reproduction.

### LogME

Weighted Kendall's tau: 0.507. Result ID: 698f8cfb3a6c314849fa066f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a381e209131cea26a62.md>)

[Implementation](<https://github.com/thuml/LogME>)

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

### NLEEP

Weighted Kendall's tau: 0.276. Result ID: 698f8cfb3a6c314849fa0691.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4c1e209131cea38e8c.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/rank_ckpt>)

Recorded evaluation configuration: {"Wall-Clock Time (s)":21000}. This record does not assert independent reproduction.

### LogME

Weighted Kendall's tau: -0.008. Result ID: 698f8cfb3a6c314849fa0690.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a381e209131cea26a62.md>)

[Implementation](<https://github.com/thuml/LogME>)

Recorded evaluation configuration: {"Wall-Clock Time (s)":116}. This record does not assert independent reproduction.

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