# Multiplex Interaction Prediction on PINNACLE zero-shot Source: [Multiplex Interaction Prediction on PINNACLE zero-shot]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:50:28.192Z Evaluation of model performance on predicting multiplex interactions using the PINNACLE dataset under zero-shot conditions, measured by AUROC, AUPRC, HS, and SA. 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 | multiplex interaction prediction | | Dataset (including any stated split) | PINNACLE zero-shot | | Metric | AUROC | | Unit | PERCENT | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. - [HS](): Higher is better; unit: PERCENT. - [SA](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | CAZI-MBN | 81.2 | Not recorded | 69afa57c2d603e6de3e439b6 | | xCAPT5 | 78.5 | Not recorded | 69afa57c2d603e6de3e439b6 | | HDMI | 74.8 | Not recorded | 69afa57c2d603e6de3e439b6 | | DMGI | 74.4 | Not recorded | 69afa57c2d603e6de3e439b6 | | R-GCN | 73.3 | Not recorded | 69afa57c2d603e6de3e439b6 | | MultiplexSAGE | 72.8 | Not recorded | 69afa57c2d603e6de3e439b6 | | R-GAT | 72.6 | Not recorded | 69afa57c2d603e6de3e439b6 | | PIPR | 72.1 | Not recorded | 69afa57c2d603e6de3e439b6 | | XGB (LLM) | 71.9 | Not recorded | 69afa57c2d603e6de3e439b6 | | MLP (LLM) | 71.4 | Not recorded | 69afa57c2d603e6de3e439b6 | | Graph Transformer | 68.7 | Not recorded | 69afa57c2d603e6de3e439b6 | | DGI | 67.4 | Not recorded | 69afa57c2d603e6de3e439b6 | | GraphSAGE | 67.3 | Not recorded | 69afa57c2d603e6de3e439b6 | | MLP | 65.2 | Not recorded | 69afa57c2d603e6de3e439b6 | | GCN | 63.9 | Not recorded | 69afa57c2d603e6de3e439b6 | | XGB | 62.6 | Not recorded | 69afa57c2d603e6de3e439b6 | ### CAZI-MBN AUROC: 81.2. Result ID: 69afcc576dbb7075b957dd84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### xCAPT5 AUROC: 78.5. Result ID: 69afcc576dbb7075b957dd83. [Reporting paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### HDMI AUROC: 74.8. Result ID: 69afcc576dbb7075b957dd7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### DMGI AUROC: 74.4. Result ID: 69afcc576dbb7075b957dd7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### R-GCN AUROC: 73.3. Result ID: 69afcc576dbb7075b957dd80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### MultiplexSAGE AUROC: 72.8. Result ID: 69afcc576dbb7075b957dd7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### R-GAT AUROC: 72.6. Result ID: 69afcc576dbb7075b957dd81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### PIPR AUROC: 72.1. Result ID: 69afcc576dbb7075b957dd82. [Reporting paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### XGB (LLM) AUROC: 71.9. Result ID: 69afcc576dbb7075b957dd77. [Reporting paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### MLP (LLM) AUROC: 71.4. Result ID: 69afcc576dbb7075b957dd78. [Reporting paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### Graph Transformer AUROC: 68.7. Result ID: 69afcc576dbb7075b957dd7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### DGI AUROC: 67.4. Result ID: 69afcc576dbb7075b957dd7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### GraphSAGE AUROC: 67.3. Result ID: 69afcc576dbb7075b957dd7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### MLP AUROC: 65.2. Result ID: 69afcc576dbb7075b957dd76. [Reporting paper]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### GCN AUROC: 63.9. Result ID: 69afcc576dbb7075b957dd79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. ### XGB AUROC: 62.6. Result ID: 69afcc576dbb7075b957dd75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"ZS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.