# Image Classification on EMNIST Private Task Finetuned (test) Source: [Image Classification on EMNIST Private Task Finetuned (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T08:07:41.853Z Evaluation of Image Classification performance on the test split of the EMNIST Private Task Finetuned configuration. 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) | EMNIST Private Task Finetuned (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | Quantum Augmentation Baseline | 85 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Blur Augmented EMNIST Baseline | 80.7 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Noise Augmented EMNIST Baseline | 11.4 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Blur Augmented EMNIST Baseline | 6.1 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Public-Based Reward Policy | 4.6 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Length-Based Reward Policy | 4.3 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Accuracy-Based Reward Policy | 4.2 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Noise Augmented EMNIST Baseline | 3.3 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Pure Chance Baseline | 2.8 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Accuracy-Based Reward Policy | 2.8 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Quantum Random Action Baseline | 2.7 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Public-Based Reward Policy | 2.5 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Length-Based Reward Policy | 2.4 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Quantum Random Action Baseline | 2.1 | Not recorded | 68fa43ba1e209131ce90c1f0 | ### Quantum Augmentation Baseline Accuracy: 85. Result ID: 69a939956dbb7075b9527a41. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gaussian Blur Augmented EMNIST Baseline Accuracy: 80.7. Result ID: 69a939956dbb7075b9527a45. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned"}. This record does not assert independent reproduction. ### Gaussian Noise Augmented EMNIST Baseline Accuracy: 11.4. Result ID: 69a939956dbb7075b9527a47. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned"}. This record does not assert independent reproduction. ### Gaussian Blur Augmented EMNIST Baseline Accuracy: 6.1. Result ID: 69a939956dbb7075b9527a44. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing"}. This record does not assert independent reproduction. ### Public-Based Reward Policy Accuracy: 4.6. Result ID: 69a939956dbb7075b9527a48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing","Training Steps":"90,397","Training Hours":"605"}. This record does not assert independent reproduction. ### Length-Based Reward Policy Accuracy: 4.3. Result ID: 69a939956dbb7075b9527a4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Training Steps":"28,519","Training Hours":"190"}. This record does not assert independent reproduction. ### Accuracy-Based Reward Policy Accuracy: 4.2. Result ID: 69a939956dbb7075b9527a4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing","Training Steps":"52,829","Training Hours":"348"}. This record does not assert independent reproduction. ### Gaussian Noise Augmented EMNIST Baseline Accuracy: 3.3. Result ID: 69a939956dbb7075b9527a46. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing"}. This record does not assert independent reproduction. ### Pure Chance Baseline Accuracy: 2.8. Result ID: 69a939956dbb7075b9527a40. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Accuracy-Based Reward Policy Accuracy: 2.8. Result ID: 69a939956dbb7075b9527a4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Training Steps":"52,829","Training Hours":"348"}. This record does not assert independent reproduction. ### Quantum Random Action Baseline Accuracy: 2.7. Result ID: 69a939956dbb7075b9527a42. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing"}. This record does not assert independent reproduction. ### Public-Based Reward Policy Accuracy: 2.5. Result ID: 69a939956dbb7075b9527a49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Training Steps":"90,397","Training Hours":"605"}. This record does not assert independent reproduction. ### Length-Based Reward Policy Accuracy: 2.4. Result ID: 69a939956dbb7075b9527a4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing","Training Steps":"28,519","Training Hours":"190"}. This record does not assert independent reproduction. ### Quantum Random Action Baseline Accuracy: 2.1. Result ID: 69a939956dbb7075b9527a43. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.