# Collaborative Filtering on Baby (R@20, N@20) Source: [Collaborative Filtering on Baby (R@20, N@20)]() Collection index: [llms.txt]() Data updated: 2026-04-27T07:29:48.969Z Evaluation of Collaborative Filtering performance on the Baby dataset, measured using ranking metrics R@20 and N@20. 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 | Collaborative Filtering | | Dataset (including any stated split) | Baby | | Metric | R@20 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [R@20](): Higher is better; unit: PERCENT. - [N@20](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@20 | Result date | Report paper | | --- | --- | --- | --- | | ASPIRE | 9.8 | Not recorded | 69eeed6755a3c32af89f962d | | Naive-L | 9.68 | Not recorded | 69eeed6755a3c32af89f962d | | Avg-P | 9.61 | Not recorded | 69eeed6755a3c32af89f962d | | ASPIRE | 9.52 | Not recorded | 69eeed6755a3c32af89f962d | | ASPIRE | 9.49 | Not recorded | 69eeed6755a3c32af89f962d | | ASPIRE | 9.35 | Not recorded | 69eeed6755a3c32af89f962d | | Avg-P | 9.31 | Not recorded | 69eeed6755a3c32af89f962d | | Naive-L | 9.29 | Not recorded | 69eeed6755a3c32af89f962d | | Avg-P | 9.28 | Not recorded | 69eeed6755a3c32af89f962d | | ASPIRE | 9.28 | Not recorded | 69eeed6755a3c32af89f962d | | Naive-L | 9.27 | Not recorded | 69eeed6755a3c32af89f962d | | ASPIRE | 9.26 | Not recorded | 69eeed6755a3c32af89f962d | | Avg-P | 8.89 | Not recorded | 69eeed6755a3c32af89f962d | | Avg-P | 8.59 | Not recorded | 69eeed6755a3c32af89f962d | | Avg-P | 8.31 | Not recorded | 69eeed6755a3c32af89f962d | | Naive-L | 8.01 | Not recorded | 69eeed6755a3c32af89f962d | | Naive-L | 7.75 | Not recorded | 69eeed6755a3c32af89f962d | | Naive-L | 7.55 | Not recorded | 69eeed6755a3c32af89f962d | ### ASPIRE R@20: 9.8. Result ID: 69ef0f9347f34ce924d4e2bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"SFR-Emb","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Naive-L R@20: 9.68. Result ID: 69ef0f9347f34ce924d4e2ba. [Reporting paper]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"SFR-Emb","Metric Stability":"✗","Filter Stability":"✗","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Avg-P R@20: 9.61. Result ID: 69ef0f9347f34ce924d4e2b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"SFR-Emb","Metric Stability":"✗","Filter Stability":"✓","Filter Learnability":"✗"}. This record does not assert independent reproduction. ### ASPIRE R@20: 9.52. Result ID: 69ef0f9347f34ce924d4e2bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"Qwen2.5-7B","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### ASPIRE R@20: 9.49. Result ID: 69ef0f9347f34ce924d4e2bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"MiniLM-L6","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### ASPIRE R@20: 9.35. Result ID: 69ef0f9347f34ce924d4e2c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"MiniLM-L6","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Avg-P R@20: 9.31. Result ID: 69ef0f9347f34ce924d4e2b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"Qwen2.5-7B","Metric Stability":"✗","Filter Stability":"✓","Filter Learnability":"✗"}. This record does not assert independent reproduction. ### Naive-L R@20: 9.29. Result ID: 69ef0f9347f34ce924d4e2b9. [Reporting paper]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"Qwen2.5-7B","Metric Stability":"✗","Filter Stability":"✗","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Avg-P R@20: 9.28. Result ID: 69ef0f9347f34ce924d4e2b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"MiniLM-L6","Metric Stability":"✗","Filter Stability":"✓","Filter Learnability":"✗"}. This record does not assert independent reproduction. ### ASPIRE R@20: 9.28. Result ID: 69ef0f9347f34ce924d4e2c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"Qwen2.5-7B","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Naive-L R@20: 9.27. Result ID: 69ef0f9347f34ce924d4e2b8. [Reporting paper]() Recorded evaluation configuration: {"Adapter":"Whitening Init","Backbone":"MiniLM-L6","Metric Stability":"✗","Filter Stability":"✗","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### ASPIRE R@20: 9.26. Result ID: 69ef0f9347f34ce924d4e2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"SFR-Emb","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Avg-P R@20: 8.89. Result ID: 69ef0f9347f34ce924d4e2c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"SFR-Emb","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✗"}. This record does not assert independent reproduction. ### Avg-P R@20: 8.59. Result ID: 69ef0f9347f34ce924d4e2bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"Qwen2.5-7B","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✗"}. This record does not assert independent reproduction. ### Avg-P R@20: 8.31. Result ID: 69ef0f9347f34ce924d4e2be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"MiniLM-L6","Metric Stability":"✓","Filter Stability":"✓","Filter Learnability":"✗"}. This record does not assert independent reproduction. ### Naive-L R@20: 8.01. Result ID: 69ef0f9347f34ce924d4e2c3. [Reporting paper]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"SFR-Emb","Metric Stability":"✗","Filter Stability":"✗","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Naive-L R@20: 7.75. Result ID: 69ef0f9347f34ce924d4e2c2. [Reporting paper]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"Qwen2.5-7B","Metric Stability":"✗","Filter Stability":"✗","Filter Learnability":"✓"}. This record does not assert independent reproduction. ### Naive-L R@20: 7.55. Result ID: 69ef0f9347f34ce924d4e2c1. [Reporting paper]() Recorded evaluation configuration: {"Adapter":"MLP Proj","Backbone":"MiniLM-L6","Metric Stability":"✗","Filter Stability":"✗","Filter Learnability":"✓"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.