# Graph property detection on Tree Large synthetic (test) Source: [Graph property detection on Tree Large synthetic (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:43.931Z Evaluation of Graph property detection performance on the test split of the Tree Large synthetic dataset, typically measured by F1 score. 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 detection | | Dataset (including any stated split) | Tree Large synthetic (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | VSAL | 97 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 96 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 96 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 95 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 95 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 95 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 94 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 93 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 91 | Not recorded | 6993f5fd9ebc499c97409a36 | | VSAL | 91 | Not recorded | 6993f5fd9ebc499c97409a36 | | GraphsGPT | 89 | Not recorded | 6993f5fd9ebc499c97409a36 | | Graphormer-GD | 88 | Not recorded | 6993f5fd9ebc499c97409a36 | | Graphormer | 87 | Not recorded | 6993f5fd9ebc499c97409a36 | | EquiformerV2 | 85 | Not recorded | 6993f5fd9ebc499c97409a36 | | VN-Solver-S | 77 | Not recorded | 6993f5fd9ebc499c97409a36 | | VN-Solver-C | 76 | Not recorded | 6993f5fd9ebc499c97409a36 | | Random | 51 | Not recorded | 6993f5fd9ebc499c97409a36 | ### VSAL F1 Score: 97. Result ID: 699a82195698665ec40bcf48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"Graphormer","Resolution Variant":"E-528","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 96. Result ID: 699a82195698665ec40bcf45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"Graphormer","Resolution Variant":"V-224","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 96. Result ID: 699a82195698665ec40bcf47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"Graphormer","Resolution Variant":"E-380","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 95. Result ID: 699a82195698665ec40bcf43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"DenseGCN","Resolution Variant":"E-528","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 95. Result ID: 699a82195698665ec40bcf44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"Graphormer","Resolution Variant":"R-224","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 95. Result ID: 699a82195698665ec40bcf46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"Graphormer","Resolution Variant":"E-224","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 94. Result ID: 699a82195698665ec40bcf40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"DenseGCN","Resolution Variant":"V-224","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 93. Result ID: 699a82195698665ec40bcf42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"DenseGCN","Resolution Variant":"E-380","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 91. Result ID: 699a82195698665ec40bcf3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"DenseGCN","Resolution Variant":"R-224","Initial Layout":"circular"}. This record does not assert independent reproduction. ### VSAL F1 Score: 91. Result ID: 699a82195698665ec40bcf41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Graph Encoder":"DenseGCN","Resolution Variant":"E-224","Initial Layout":"circular"}. This record does not assert independent reproduction. ### GraphsGPT F1 Score: 89. Result ID: 699a82195698665ec40bcf4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Graphormer-GD F1 Score: 88. Result ID: 699a82195698665ec40bcf4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Graphormer F1 Score: 87. Result ID: 699a82195698665ec40bcf4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EquiformerV2 F1 Score: 85. Result ID: 699a82195698665ec40bcf4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VN-Solver-S F1 Score: 77. Result ID: 699a82195698665ec40bcf4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layout":"spiral"}. This record does not assert independent reproduction. ### VN-Solver-C F1 Score: 76. Result ID: 699a82195698665ec40bcf49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layout":"circular"}. This record does not assert independent reproduction. ### Random F1 Score: 51. Result ID: 699a82195698665ec40bcf4f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.