# 10-NN on Gaussian synthetic (test) Source: [10-NN on Gaussian synthetic (test)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:41:57.317Z Evaluation of 10-Nearest Neighbors performance on the test split of the Gaussian synthetic dataset, measured by Recall, Ratio, Accuracy, and Distance. 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 | 10-NN | | Dataset (including any stated split) | Gaussian synthetic (test) | | Metric | Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Recall](): Higher is better; unit: PERCENT. - [Ratio](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Distance](): Lower is better; unit: SCALAR. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | DPRS | 67.2 | Not recorded | 6a22589886173ad9c1468b34 | | DPRS | 66.4 | Not recorded | 6a22589886173ad9c1468b34 | | DPRS | 65.5 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 64.9 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 64.5 | Not recorded | 6a22589886173ad9c1468b34 | | DPRS | 64.4 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 64.3 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 63.7 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 63 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 62.9 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 62.4 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 61.2 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 61.1 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 60.7 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 58.7 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 54.1 | Not recorded | 6a22589886173ad9c1468b34 | ### DPRS Recall: 67.2. Result ID: 6a228bd4fbc373592c20a9a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### DPRS Recall: 66.4. Result ID: 6a228bd4fbc373592c20a9a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### DPRS Recall: 65.5. Result ID: 6a228bd4fbc373592c20a99d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### SRR Recall: 64.9. Result ID: 6a228bd4fbc373592c20a9a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### Square Recall: 64.5. Result ID: 6a228bd4fbc373592c20a9a7. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### DPRS Recall: 64.4. Result ID: 6a228bd4fbc373592c20a999. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. ### SRR Recall: 64.3. Result ID: 6a228bd4fbc373592c20a9a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### SRR Recall: 63.7. Result ID: 6a228bd4fbc373592c20a99e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### Square Recall: 63. Result ID: 6a228bd4fbc373592c20a9a3. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### Laplace Recall: 62.9. Result ID: 6a228bd4fbc373592c20a9a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### Square Recall: 62.4. Result ID: 6a228bd4fbc373592c20a99f. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### SRR Recall: 61.2. Result ID: 6a228bd4fbc373592c20a99a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. ### Laplace Recall: 61.1. Result ID: 6a228bd4fbc373592c20a9a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### Laplace Recall: 60.7. Result ID: 6a228bd4fbc373592c20a9a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### Square Recall: 58.7. Result ID: 6a228bd4fbc373592c20a99b. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. ### Laplace Recall: 54.1. Result ID: 6a228bd4fbc373592c20a99c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.