# Transfer Performance Prediction on Amazon Reviews (test)

Source: [Transfer Performance Prediction on Amazon Reviews (test)](<https://www.sota2.com/research/sota/transfer-performance-prediction-on-amazon-reviews-test>)

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

Data updated: 2026-05-25T07:37:14.705Z

Evaluation of Transfer Performance Prediction capability using the test split of the Amazon Reviews dataset, measured by Mean Spearman Correlation.

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 | Transfer Performance Prediction |
| Dataset (including any stated split) | Amazon Reviews (test) |
| Metric | Mean Spearman Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Mean Spearman Correlation](<https://www.sota2.com/research/sota/transfer-performance-prediction-on-amazon-reviews-test.md?metric=Mean%20Spearman%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Mean Spearman Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| LogME | 7.72 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| S-OTDD | 6.5 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| TransRate | 6.29 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| LogME | 3.53 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| S-OTDD | -3.4 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| TransRate | -6.58 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| NCE | -7.47 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| Reg. H-Score | -9.83 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| H-Score | -9.84 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| LEEP | -11.27 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| RADAR | -11.96 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| RADAR | -15.83 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| LEEP | -17.29 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| H-Score | -25.89 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| Reg. H-Score | -25.96 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |
| NCE | -26.64 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 |

### LogME

Mean Spearman Correlation: 7.72. Result ID: 6a13fbf1fbc373592c0ad2a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

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

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

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### S-OTDD

Mean Spearman Correlation: 6.5. Result ID: 6a13fbf1fbc373592c0ad2a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78951e209131cea79140.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### TransRate

Mean Spearman Correlation: 6.29. Result ID: 6a13fbf1fbc373592c0ad2a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea37035.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### LogME

Mean Spearman Correlation: 3.53. Result ID: 6a13fbf1fbc373592c0ad2a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

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

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

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### S-OTDD

Mean Spearman Correlation: -3.4. Result ID: 6a13fbf1fbc373592c0ad2a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78951e209131cea79140.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### TransRate

Mean Spearman Correlation: -6.58. Result ID: 6a13fbf1fbc373592c0ad2a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf91e209131cea37035.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### NCE

Mean Spearman Correlation: -7.47. Result ID: 6a13fbf1fbc373592c0ad2a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0eecb.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### Reg. H-Score

Mean Spearman Correlation: -9.83. Result ID: 6a13fbf1fbc373592c0ad2a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7e1e209131cea45f4e.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### H-Score

Mean Spearman Correlation: -9.84. Result ID: 6a13fbf1fbc373592c0ad29e.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3a1e209131cea3e7df.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### LEEP

Mean Spearman Correlation: -11.27. Result ID: 6a13fbf1fbc373592c0ad29c.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682f1e209131cea1a9fc.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### RADAR

Mean Spearman Correlation: -11.96. Result ID: 6a13fbf1fbc373592c0ad2aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

Recorded evaluation configuration: {"Backbone":"EmbeddingGemma"}. This record does not assert independent reproduction.

### RADAR

Mean Spearman Correlation: -15.83. Result ID: 6a13fbf1fbc373592c0ad2a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### LEEP

Mean Spearman Correlation: -17.29. Result ID: 6a13fbf1fbc373592c0ad29b.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682f1e209131cea1a9fc.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### H-Score

Mean Spearman Correlation: -25.89. Result ID: 6a13fbf1fbc373592c0ad29d.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3a1e209131cea3e7df.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### Reg. H-Score

Mean Spearman Correlation: -25.96. Result ID: 6a13fbf1fbc373592c0ad29f.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7e1e209131cea45f4e.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

### NCE

Mean Spearman Correlation: -26.64. Result ID: 6a13fbf1fbc373592c0ad2a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7896f71c5ae7dc9e8a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0eecb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Embedding"}. This record does not assert independent reproduction.

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