# Generative Recommendation on Book-Crossing OOD Source: [Generative Recommendation on Book-Crossing OOD]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:16:48.552Z Evaluation of Generative Recommendation performance on the Out-of-Distribution (OOD) split of the Book-Crossing dataset, measured using ranking metrics like H@K and N@K. 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 | Generative Recommendation | | Dataset (including any stated split) | Book-Crossing OOD | | Metric | Hit Rate @ 10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Hit Rate @ 10](): Higher is better; unit: PERCENT. - [N@10](): Higher is better; unit: PERCENT. - [Hit Rate @ 20](): Higher is better; unit: PERCENT. - [N@20](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit Rate @ 10 | Result date | Report paper | | --- | --- | --- | --- | | CausalDPO | 64 | Not recorded | 69c36c1a0636e5bf4afc652a | | RW | 59 | Not recorded | 69c36c1a0636e5bf4afc652a | | BIGRec | 53 | Not recorded | 69c36c1a0636e5bf4afc652a | | D3 | 50 | Not recorded | 69c36c1a0636e5bf4afc652a | | SDPO | 49 | Not recorded | 69c36c1a0636e5bf4afc652a | | RosePO | 40 | Not recorded | 69c36c1a0636e5bf4afc652a | | SPRec | 39 | Not recorded | 69c36c1a0636e5bf4afc652a | | SASRec | 33 | Not recorded | 69c36c1a0636e5bf4afc652a | | DMPO | 19 | Not recorded | 69c36c1a0636e5bf4afc652a | ### CausalDPO Hit Rate @ 10: 64. Result ID: 69c3edf347f34ce924adb46d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RW Hit Rate @ 10: 59. Result ID: 69c3edf347f34ce924adb467. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BIGRec Hit Rate @ 10: 53. Result ID: 69c3edf347f34ce924adb466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D3 Hit Rate @ 10: 50. Result ID: 69c3edf347f34ce924adb468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SDPO Hit Rate @ 10: 49. Result ID: 69c3edf347f34ce924adb46a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RosePO Hit Rate @ 10: 40. Result ID: 69c3edf347f34ce924adb46b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPRec Hit Rate @ 10: 39. Result ID: 69c3edf347f34ce924adb46c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SASRec Hit Rate @ 10: 33. Result ID: 69c3edf347f34ce924adb465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMPO Hit Rate @ 10: 19. Result ID: 69c3edf347f34ce924adb469. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.