# Graph Property Prediction on Chem and Bio Full-shot 45 datasets

Source: [Graph Property Prediction on Chem and Bio Full-shot 45 datasets](<https://www.sota2.com/research/sota/graph-property-prediction-on-chem-and-bio-full-shot-45-datasets>)

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

Data updated: 2026-05-18T06:27:30.286Z

Evaluation of Graph Property Prediction performance across the suite of 45 datasets included in the 'Chem and Bio Full-shot' collection, reporting metrics like Outperformance and Gain.

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 | Graph Property Prediction |
| Dataset (including any stated split) | Chem and Bio Full-shot 45 datasets |
| Metric | Performance Gain |
| Unit | SCALAR |
| Direction | Higher 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

- [Performance Gain](<https://www.sota2.com/research/sota/graph-property-prediction-on-chem-and-bio-full-shot-45-datasets.md?metric=Performance%20Gain>): Higher is better; unit: SCALAR.

- [Outperformance Ratio](<https://www.sota2.com/research/sota/graph-property-prediction-on-chem-and-bio-full-shot-45-datasets.md?metric=Outperformance%20Ratio>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Performance Gain | Result date | Report paper |
| --- | --- | --- | --- |
| SUPTsoft | 2.05 | Not recorded | 68fa72361e209131cea54f7c |
| SUPThard | 1.85 | Not recorded | 68fa72361e209131cea54f7c |
| GPF-plus | 1.06 | Not recorded | 68fa72361e209131cea54f7c |
| GPF | 0.91 | Not recorded | 68fa72361e209131cea54f7c |
| FT | 0 | Not recorded | 68fa72361e209131cea54f7c |

### SUPTsoft

Performance Gain: 2.05. Result ID: 6a0ab07f47f34ce924f0184c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

Recorded evaluation configuration: {"#Params":"~ 0.6-3K","#Params Ratio(%) Chem":"0.03-0.17","#Params Ratio(%) Bio":"0.02-0.11"}. This record does not assert independent reproduction.

### SUPThard

Performance Gain: 1.85. Result ID: 6a0ab07f47f34ce924f0184b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

Recorded evaluation configuration: {"#Params":"~ 0.6-3K","#Params Ratio(%) Chem":"0.03-0.17","#Params Ratio(%) Bio":"0.02-0.11"}. This record does not assert independent reproduction.

### GPF-plus

Performance Gain: 1.06. Result ID: 6a0ab07f47f34ce924f0184a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d01e209131cea58ad5.md>)

[Implementation](<https://github.com/zjunet/GPF>)

Recorded evaluation configuration: {"#Params":"~ 3-12K","#Params Ratio(%) Chem":"0.17-0.68","#Params Ratio(%) Bio":"0.11-0.44"}. This record does not assert independent reproduction.

### GPF

Performance Gain: 0.91. Result ID: 6a0ab07f47f34ce924f01849.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d01e209131cea58ad5.md>)

[Implementation](<https://github.com/zjunet/GPF>)

Recorded evaluation configuration: {"#Params":"~ 0.3K","#Params Ratio(%) Chem":"0.02","#Params Ratio(%) Bio":"0.01"}. This record does not assert independent reproduction.

### FT

Performance Gain: 0. Result ID: 6a0ab07f47f34ce924f01848.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f7c.md>)

Recorded evaluation configuration: {"#Params":"~ 1.8M-2.7M","#Params Ratio(%) Chem":"100","#Params Ratio(%) Bio":"100"}. This record does not assert independent reproduction.

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