# Image Classification on CIFAR-10 (test) (Validity and Accuracy Advantage) Source: [Image Classification on CIFAR-10 (test) (Validity and Accuracy Advantage)]() Collection index: [llms.txt]() Data updated: 2026-07-08T06:58:50.947Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting standard accuracy alongside validity counts and accuracy advantage metrics. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 (test) | | Metric | Validity Count | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Validity Count](): Higher is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Advantage (Best)](): Higher is better; unit: SCALAR. - [Accuracy Advantage (Mean)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Validity Count | Result date | Report paper | | --- | --- | --- | --- | | DeepSeek6.7B | 64 | Not recorded | 6a4dd9b24da6617fe9198c3f | | DeepSeek6.7B | 63 | Not recorded | 6a4dd9b24da6617fe9198c3f | | DeepSeek6.7B | 62 | Not recorded | 6a4dd9b24da6617fe9198c3f | | DeepSeek6.7B | 60 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Olympic7B | 58 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Olympic7B | 56 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Olympic7B | 49 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Qwen2.5-7B | 45 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Olympic7B | 42 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Qwen2.5-7B | 36 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Qwen2.5-7B | 30 | Not recorded | 6a4dd9b24da6617fe9198c3f | | Qwen2.5-7B | 26 | Not recorded | 6a4dd9b24da6617fe9198c3f | ### DeepSeek6.7B Validity Count: 64. Result ID: 6a4df51f60b88bb339d6a721. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"archbest","N":"32 per-arm","Protocol":"Source-guided"}. This record does not assert independent reproduction. ### DeepSeek6.7B Validity Count: 63. Result ID: 6a4df51f60b88bb339d6a723. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"highsource","N":"32 per-arm","Protocol":"Source-guided"}. This record does not assert independent reproduction. ### DeepSeek6.7B Validity Count: 62. Result ID: 6a4df51f60b88bb339d6a722. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"highsource","N":"32 per-arm","Protocol":"Non-source"}. This record does not assert independent reproduction. ### DeepSeek6.7B Validity Count: 60. Result ID: 6a4df51f60b88bb339d6a720. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"archbest","N":"32 per-arm","Protocol":"Non-source"}. This record does not assert independent reproduction. ### Olympic7B Validity Count: 58. Result ID: 6a4df51f60b88bb339d6a729. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"archbest","N":"32 per-arm","Protocol":"Source-guided"}. This record does not assert independent reproduction. ### Olympic7B Validity Count: 56. Result ID: 6a4df51f60b88bb339d6a72b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"highsource","N":"32 per-arm","Protocol":"Source-guided"}. This record does not assert independent reproduction. ### Olympic7B Validity Count: 49. Result ID: 6a4df51f60b88bb339d6a728. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"archbest","N":"32 per-arm","Protocol":"Non-source"}. This record does not assert independent reproduction. ### Qwen2.5-7B Validity Count: 45. Result ID: 6a4df51f60b88bb339d6a727. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"highsource","N":"32 per-arm","Protocol":"Source-guided"}. This record does not assert independent reproduction. ### Olympic7B Validity Count: 42. Result ID: 6a4df51f60b88bb339d6a72a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"highsource","N":"32 per-arm","Protocol":"Non-source"}. This record does not assert independent reproduction. ### Qwen2.5-7B Validity Count: 36. Result ID: 6a4df51f60b88bb339d6a725. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"archbest","N":"32 per-arm","Protocol":"Source-guided"}. This record does not assert independent reproduction. ### Qwen2.5-7B Validity Count: 30. Result ID: 6a4df51f60b88bb339d6a724. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"archbest","N":"32 per-arm","Protocol":"Non-source"}. This record does not assert independent reproduction. ### Qwen2.5-7B Validity Count: 26. Result ID: 6a4df51f60b88bb339d6a726. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"highsource","N":"32 per-arm","Protocol":"Non-source"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.