# Triangle Count on synthetic benchmark Source: [Triangle Count on synthetic benchmark]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:55.642Z Evaluation of model performance on the Triangle Count task using the synthetic benchmark dataset, measured by Accuracy and Absolute Error. 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 | Triangle Count | | Dataset (including any stated split) | synthetic benchmark | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Absolute Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NAG-LoRA | 74.35 | Not recorded | 69802f69a8b01e76cc8e14e4 | | Qwen3-LoRA | 68 | Not recorded | 69802f69a8b01e76cc8e14e4 | | GraphTokenE | 65.02 | Not recorded | 69802f69a8b01e76cc8e14e4 | | NAG-Zero | 64.95 | Not recorded | 69802f69a8b01e76cc8e14e4 | | GraphTokenN | 56.54 | Not recorded | 69802f69a8b01e76cc8e14e4 | | GraphTokenG | 50.88 | Not recorded | 69802f69a8b01e76cc8e14e4 | | Qwen3-Direct | 11.15 | Not recorded | 69802f69a8b01e76cc8e14e4 | ### NAG-LoRA Accuracy: 74.35. Result ID: 69965d0f5698665ec4a2c3fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### Qwen3-LoRA Accuracy: 68. Result ID: 69965d0f5698665ec4a2c3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### GraphTokenE Accuracy: 65.02. Result ID: 69965d0f5698665ec4a2c3fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### NAG-Zero Accuracy: 64.95. Result ID: 69965d0f5698665ec4a2c3fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### GraphTokenN Accuracy: 56.54. Result ID: 69965d0f5698665ec4a2c3fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### GraphTokenG Accuracy: 50.88. Result ID: 69965d0f5698665ec4a2c3f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### Qwen3-Direct Accuracy: 11.15. Result ID: 69965d0f5698665ec4a2c3f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.