# 10-NN on Gowalla (test) Source: [10-NN on Gowalla (test)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:41:57.276Z Evaluation of 10-Nearest Neighbors (10-NN) performance on the test split of the Gowalla dataset, reporting metrics such as Recall, Accuracy, Ratio, 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) | Gowalla (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 | 48.2 | Not recorded | 6a22589886173ad9c1468b34 | | DPRS | 47.1 | Not recorded | 6a22589886173ad9c1468b34 | | DPRS | 46.1 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 45.9 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 45.4 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 45.3 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 44.6 | Not recorded | 6a22589886173ad9c1468b34 | | DPRS | 44.3 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 44.2 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 43 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 41.8 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 41.7 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 39.3 | Not recorded | 6a22589886173ad9c1468b34 | | Square | 38.2 | Not recorded | 6a22589886173ad9c1468b34 | | SRR | 35.7 | Not recorded | 6a22589886173ad9c1468b34 | | Laplace | 33.1 | Not recorded | 6a22589886173ad9c1468b34 | ### DPRS Recall: 48.2. Result ID: 6a228bd4fbc373592c20a995. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### DPRS Recall: 47.1. Result ID: 6a228bd4fbc373592c20a991. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### DPRS Recall: 46.1. Result ID: 6a228bd4fbc373592c20a98d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### SRR Recall: 45.9. Result ID: 6a228bd4fbc373592c20a996. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### Square Recall: 45.4. Result ID: 6a228bd4fbc373592c20a997. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### SRR Recall: 45.3. Result ID: 6a228bd4fbc373592c20a992. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### Laplace Recall: 44.6. Result ID: 6a228bd4fbc373592c20a998. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### DPRS Recall: 44.3. Result ID: 6a228bd4fbc373592c20a989. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. ### Square Recall: 44.2. Result ID: 6a228bd4fbc373592c20a993. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### SRR Recall: 43. Result ID: 6a228bd4fbc373592c20a98e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### Square Recall: 41.8. Result ID: 6a228bd4fbc373592c20a98f. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### Laplace Recall: 41.7. Result ID: 6a228bd4fbc373592c20a994. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction. ### Laplace Recall: 39.3. Result ID: 6a228bd4fbc373592c20a990. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### Square Recall: 38.2. Result ID: 6a228bd4fbc373592c20a98b. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. ### SRR Recall: 35.7. Result ID: 6a228bd4fbc373592c20a98a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.5"}. This record does not assert independent reproduction. ### Laplace Recall: 33.1. Result ID: 6a228bd4fbc373592c20a98c. [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.