# Cycle Check on synthetic benchmark Source: [Cycle Check on synthetic benchmark]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:55.625Z Evaluation of model performance on the Cycle Check task using the synthetic benchmark dataset, measured by Accuracy. 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 | Cycle Check | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NAG-LoRA | 99.9 | Not recorded | 69802f69a8b01e76cc8e14e4 | | Qwen3-LoRA | 99.8 | Not recorded | 69802f69a8b01e76cc8e14e4 | | NAG-Zero | 99.35 | Not recorded | 69802f69a8b01e76cc8e14e4 | | GraphTokenG | 97.95 | Not recorded | 69802f69a8b01e76cc8e14e4 | | GraphTokenE | 97.95 | Not recorded | 69802f69a8b01e76cc8e14e4 | | GraphTokenN | 96.92 | Not recorded | 69802f69a8b01e76cc8e14e4 | | Qwen3-Direct | 76.2 | Not recorded | 69802f69a8b01e76cc8e14e4 | ### NAG-LoRA Accuracy: 99.9. Result ID: 69965d0f5698665ec4a2c3f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### Qwen3-LoRA Accuracy: 99.8. Result ID: 69965d0f5698665ec4a2c3f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### NAG-Zero Accuracy: 99.35. Result ID: 69965d0f5698665ec4a2c3f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### GraphTokenG Accuracy: 97.95. Result ID: 69965d0f5698665ec4a2c3f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### GraphTokenE Accuracy: 97.95. Result ID: 69965d0f5698665ec4a2c3f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### GraphTokenN Accuracy: 96.92. Result ID: 69965d0f5698665ec4a2c3f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-600M"}. This record does not assert independent reproduction. ### Qwen3-Direct Accuracy: 76.2. Result ID: 69965d0f5698665ec4a2c3f1. [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.