# Molecular property prediction on PPI 50-shot (test) Source: [Molecular property prediction on PPI 50-shot (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:27:29.876Z Evaluation of model performance on predicting molecular properties using the 50-shot setting on the test split of the PPI dataset, typically measured using ROC-AUC. 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 | Molecular property prediction | | Dataset (including any stated split) | PPI 50-shot (test) | | Metric | ROC-AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [ROC-AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | SUPThard | 0.5742 | Not recorded | 68fa72361e209131cea54f7c | | SUPTsoft | 0.5726 | Not recorded | 68fa72361e209131cea54f7c | | SUPThard | 0.5658 | Not recorded | 68fa72361e209131cea54f7c | | SUPTsoft | 0.5658 | Not recorded | 68fa72361e209131cea54f7c | | SUPTsoft | 0.5629 | Not recorded | 68fa72361e209131cea54f7c | | SUPThard | 0.5616 | Not recorded | 68fa72361e209131cea54f7c | | SUPTsoft | 0.5615 | Not recorded | 68fa72361e209131cea54f7c | | SUPThard | 0.5612 | Not recorded | 68fa72361e209131cea54f7c | | GPF-plus | 0.5288 | Not recorded | 68fa72361e209131cea54f7c | | GPF | 0.5279 | Not recorded | 68fa72361e209131cea54f7c | | GPF-plus | 0.5244 | Not recorded | 68fa72361e209131cea54f7c | | GPF | 0.5239 | Not recorded | 68fa72361e209131cea54f7c | | GPF-plus | 0.5212 | Not recorded | 68fa72361e209131cea54f7c | | GPF | 0.5205 | Not recorded | 68fa72361e209131cea54f7c | | GPF-plus | 0.5148 | Not recorded | 68fa72361e209131cea54f7c | | GPF | 0.5142 | Not recorded | 68fa72361e209131cea54f7c | | SUPThard | 0.5048 | Not recorded | 68fa72361e209131cea54f7c | | SUPTsoft | 0.5032 | Not recorded | 68fa72361e209131cea54f7c | | FT | 0.4994 | Not recorded | 68fa72361e209131cea54f7c | | FT | 0.4879 | Not recorded | 68fa72361e209131cea54f7c | | FT | 0.4817 | Not recorded | 68fa72361e209131cea54f7c | | FT | 0.4762 | Not recorded | 68fa72361e209131cea54f7c | | FT | 0.4633 | Not recorded | 68fa72361e209131cea54f7c | | GPF-plus | 0.4608 | Not recorded | 68fa72361e209131cea54f7c | | GPF | 0.46 | Not recorded | 68fa72361e209131cea54f7c | ### SUPThard ROC-AUC: 0.5742. Result ID: 6a0ab07e47f34ce924f015a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"EdgePred","Shots":"50"}. This record does not assert independent reproduction. ### SUPTsoft ROC-AUC: 0.5726. Result ID: 6a0ab07e47f34ce924f015a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"EdgePred","Shots":"50"}. This record does not assert independent reproduction. ### SUPThard ROC-AUC: 0.5658. Result ID: 6a0ab07e47f34ce924f01592. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"AttrMasking","Shots":"50"}. This record does not assert independent reproduction. ### SUPTsoft ROC-AUC: 0.5658. Result ID: 6a0ab07e47f34ce924f01593. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"AttrMasking","Shots":"50"}. This record does not assert independent reproduction. ### SUPTsoft ROC-AUC: 0.5629. Result ID: 6a0ab07e47f34ce924f0158e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"Infomax","Shots":"50"}. This record does not assert independent reproduction. ### SUPThard ROC-AUC: 0.5616. Result ID: 6a0ab07e47f34ce924f0158d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"Infomax","Shots":"50"}. This record does not assert independent reproduction. ### SUPTsoft ROC-AUC: 0.5615. Result ID: 6a0ab07e47f34ce924f01598. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"ContextPred","Shots":"50"}. This record does not assert independent reproduction. ### SUPThard ROC-AUC: 0.5612. Result ID: 6a0ab07e47f34ce924f01597. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"ContextPred","Shots":"50"}. This record does not assert independent reproduction. ### GPF-plus ROC-AUC: 0.5288. Result ID: 6a0ab07e47f34ce924f015a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"EdgePred","Shots":"50"}. This record does not assert independent reproduction. ### GPF ROC-AUC: 0.5279. Result ID: 6a0ab07e47f34ce924f0159f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"EdgePred","Shots":"50"}. This record does not assert independent reproduction. ### GPF-plus ROC-AUC: 0.5244. Result ID: 6a0ab07e47f34ce924f0158c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"Infomax","Shots":"50"}. This record does not assert independent reproduction. ### GPF ROC-AUC: 0.5239. Result ID: 6a0ab07e47f34ce924f0158b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"Infomax","Shots":"50"}. This record does not assert independent reproduction. ### GPF-plus ROC-AUC: 0.5212. Result ID: 6a0ab07e47f34ce924f01591. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"AttrMasking","Shots":"50"}. This record does not assert independent reproduction. ### GPF ROC-AUC: 0.5205. Result ID: 6a0ab07e47f34ce924f01590. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"AttrMasking","Shots":"50"}. This record does not assert independent reproduction. ### GPF-plus ROC-AUC: 0.5148. Result ID: 6a0ab07e47f34ce924f01596. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"ContextPred","Shots":"50"}. This record does not assert independent reproduction. ### GPF ROC-AUC: 0.5142. Result ID: 6a0ab07e47f34ce924f01595. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"ContextPred","Shots":"50"}. This record does not assert independent reproduction. ### SUPThard ROC-AUC: 0.5048. Result ID: 6a0ab07e47f34ce924f0159c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"GCL","Shots":"50"}. This record does not assert independent reproduction. ### SUPTsoft ROC-AUC: 0.5032. Result ID: 6a0ab07e47f34ce924f0159d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training strategy":"GCL","Shots":"50"}. This record does not assert independent reproduction. ### FT ROC-AUC: 0.4994. Result ID: 6a0ab07e47f34ce924f01599. [Reporting paper]() Recorded evaluation configuration: {"Pre-training strategy":"GCL","Shots":"50"}. This record does not assert independent reproduction. ### FT ROC-AUC: 0.4879. Result ID: 6a0ab07e47f34ce924f0158a. [Reporting paper]() Recorded evaluation configuration: {"Pre-training strategy":"Infomax","Shots":"50"}. This record does not assert independent reproduction. ### FT ROC-AUC: 0.4817. Result ID: 6a0ab07e47f34ce924f0158f. [Reporting paper]() Recorded evaluation configuration: {"Pre-training strategy":"AttrMasking","Shots":"50"}. This record does not assert independent reproduction. ### FT ROC-AUC: 0.4762. Result ID: 6a0ab07e47f34ce924f0159e. [Reporting paper]() Recorded evaluation configuration: {"Pre-training strategy":"EdgePred","Shots":"50"}. This record does not assert independent reproduction. ### FT ROC-AUC: 0.4633. Result ID: 6a0ab07e47f34ce924f01594. [Reporting paper]() Recorded evaluation configuration: {"Pre-training strategy":"ContextPred","Shots":"50"}. This record does not assert independent reproduction. ### GPF-plus ROC-AUC: 0.4608. Result ID: 6a0ab07e47f34ce924f0159b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"GCL","Shots":"50"}. This record does not assert independent reproduction. ### GPF ROC-AUC: 0.46. Result ID: 6a0ab07e47f34ce924f0159a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training strategy":"GCL","Shots":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.