# Early Stage Retrieval on KuaiRec (test) Source: [Early Stage Retrieval on KuaiRec (test)]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:10:30.785Z Evaluation of Early Stage Retrieval performance on the test split of the KuaiRec dataset, measured using the Policy value metric. 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 | Early Stage Retrieval | | Dataset (including any stated split) | KuaiRec (test) | | Metric | Policy Value | | Unit | SCALAR | | 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 - [Policy Value](): Higher is better; unit: SCALAR. ## Recorded results | Method | Policy Value | Result date | Report paper | | --- | --- | --- | --- | | CA-PG-SwR (TOP1-PG) | 8.32 | Not recorded | 6a167aa9dbd7150506f8008d | | V-PG-SwR (baseline) | 8.26 | Not recorded | 6a167aa9dbd7150506f8008d | | V-PG-SwR (baseline) | 8.22 | Not recorded | 6a167aa9dbd7150506f8008d | | V-PG-SwR (baseline) | 7.91 | Not recorded | 6a167aa9dbd7150506f8008d | | CA-PG-SwR (TOP1-PG) | 7.82 | Not recorded | 6a167aa9dbd7150506f8008d | | CA-PG-SwR (TOP1-PG) | 7.19 | Not recorded | 6a167aa9dbd7150506f8008d | | CA-PG-SwR (TOP1-PG) | 7.1 | Not recorded | 6a167aa9dbd7150506f8008d | | CA-PG-SwR (TOP1-PG) | 6.37 | Not recorded | 6a167aa9dbd7150506f8008d | | V-PG-SwR (baseline) | 5.92 | Not recorded | 6a167aa9dbd7150506f8008d | | CA-PG-SwR (TOP1-PG) | 5.61 | Not recorded | 6a167aa9dbd7150506f8008d | | V-PG-SwR (baseline) | 5.39 | Not recorded | 6a167aa9dbd7150506f8008d | | V-PG-SwR (baseline) | 5.05 | Not recorded | 6a167aa9dbd7150506f8008d | ### CA-PG-SwR (TOP1-PG) Policy Value: 8.32. Result ID: 6a16a624fbc373592c0fa6d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of candidates (K)":"200","Gradient steps":"500K"}. This record does not assert independent reproduction. ### V-PG-SwR (baseline) Policy Value: 8.26. Result ID: 6a16a624fbc373592c0fa6cf. [Reporting paper]() Recorded evaluation configuration: {"# of candidates (K)":"200","Gradient steps":"500K"}. This record does not assert independent reproduction. ### V-PG-SwR (baseline) Policy Value: 8.22. Result ID: 6a16a624fbc373592c0fa6cd. [Reporting paper]() Recorded evaluation configuration: {"# of candidates (K)":"100","Gradient steps":"500K"}. This record does not assert independent reproduction. ### V-PG-SwR (baseline) Policy Value: 7.91. Result ID: 6a16a624fbc373592c0fa6cb. [Reporting paper]() Recorded evaluation configuration: {"# of candidates (K)":"50","Gradient steps":"500K"}. This record does not assert independent reproduction. ### CA-PG-SwR (TOP1-PG) Policy Value: 7.82. Result ID: 6a16a624fbc373592c0fa6d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of candidates (K)":"100","Gradient steps":"500K"}. This record does not assert independent reproduction. ### CA-PG-SwR (TOP1-PG) Policy Value: 7.19. Result ID: 6a16a624fbc373592c0fa6d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of candidates (K)":"50","Gradient steps":"500K"}. This record does not assert independent reproduction. ### CA-PG-SwR (TOP1-PG) Policy Value: 7.1. Result ID: 6a16a624fbc373592c0fa6d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of candidates (K)":"200","Gradient steps":"50K"}. This record does not assert independent reproduction. ### CA-PG-SwR (TOP1-PG) Policy Value: 6.37. Result ID: 6a16a624fbc373592c0fa6d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of candidates (K)":"100","Gradient steps":"50K"}. This record does not assert independent reproduction. ### V-PG-SwR (baseline) Policy Value: 5.92. Result ID: 6a16a624fbc373592c0fa6ce. [Reporting paper]() Recorded evaluation configuration: {"# of candidates (K)":"200","Gradient steps":"50K"}. This record does not assert independent reproduction. ### CA-PG-SwR (TOP1-PG) Policy Value: 5.61. Result ID: 6a16a624fbc373592c0fa6d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of candidates (K)":"50","Gradient steps":"50K"}. This record does not assert independent reproduction. ### V-PG-SwR (baseline) Policy Value: 5.39. Result ID: 6a16a624fbc373592c0fa6cc. [Reporting paper]() Recorded evaluation configuration: {"# of candidates (K)":"100","Gradient steps":"50K"}. This record does not assert independent reproduction. ### V-PG-SwR (baseline) Policy Value: 5.05. Result ID: 6a16a624fbc373592c0fa6ca. [Reporting paper]() Recorded evaluation configuration: {"# of candidates (K)":"50","Gradient steps":"50K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.