# Image Classification on CIFAR-10 2K samples Source: [Image Classification on CIFAR-10 2K samples]() Collection index: [llms.txt]() Data updated: 2026-03-04T09:24:22.434Z Evaluation of Image Classification performance on a 2,000 sample subset of the CIFAR-10 dataset, reporting Circuit Accuracy, Performance Gap, and Unknown Token percentage. 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 2K samples | | Metric | Circuit Accuracy | | Unit | PERCENT | | 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 - [Circuit Accuracy](): Higher is better; unit: PERCENT. - [Performance Gap (pp)](): Lower is better; unit: SCALAR. - [Unknown Token Rate (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Circuit Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DLGN-HUGE | 53 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-VLARGE | 52 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-LARGE | 51.7 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-MEDIUM | 51.4 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-DEEPER | 49.4 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-SMALL | 48.9 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-HUGE | 48.4 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-DEEPER | 43 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-SMALL | 42.6 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-VLARGE | 39.2 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-LARGE | 38.5 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-MEDIUM | 36.1 | Not recorded | 69a66bc02d603e6de3e3ca8a | ### DLGN-HUGE Circuit Accuracy: 53. Result ID: 69a7f9616dbb7075b94d13c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"512K","Speed":"3.1×"}. This record does not assert independent reproduction. ### DLGN-VLARGE Circuit Accuracy: 52. Result ID: 69a7f9616dbb7075b94d13c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"192K","Speed":"2.1×"}. This record does not assert independent reproduction. ### DLGN-LARGE Circuit Accuracy: 51.7. Result ID: 69a7f9616dbb7075b94d13bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"144K","Speed":"2.1×"}. This record does not assert independent reproduction. ### DLGN-MEDIUM Circuit Accuracy: 51.4. Result ID: 69a7f9616dbb7075b94d13bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"96K","Speed":"2.0×"}. This record does not assert independent reproduction. ### DLGN-DEEPER Circuit Accuracy: 49.4. Result ID: 69a7f9616dbb7075b94d13c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"60K","Speed":"1.8×"}. This record does not assert independent reproduction. ### DLGN-SMALL Circuit Accuracy: 48.9. Result ID: 69a7f9616dbb7075b94d13bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"48K","Speed":"1.5×"}. This record does not assert independent reproduction. ### TLGN-HUGE Circuit Accuracy: 48.4. Result ID: 69a7f9616dbb7075b94d13c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"512K"}. This record does not assert independent reproduction. ### TLGN-DEEPER Circuit Accuracy: 43. Result ID: 69a7f9616dbb7075b94d13c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"60K"}. This record does not assert independent reproduction. ### TLGN-SMALL Circuit Accuracy: 42.6. Result ID: 69a7f9616dbb7075b94d13bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"48K"}. This record does not assert independent reproduction. ### TLGN-VLARGE Circuit Accuracy: 39.2. Result ID: 69a7f9616dbb7075b94d13c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"192K"}. This record does not assert independent reproduction. ### TLGN-LARGE Circuit Accuracy: 38.5. Result ID: 69a7f9616dbb7075b94d13c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"144K"}. This record does not assert independent reproduction. ### TLGN-MEDIUM Circuit Accuracy: 36.1. Result ID: 69a7f9616dbb7075b94d13be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"96K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.