# Item Recommendation on DBbook @10 2014 (test) Source: [Item Recommendation on DBbook @10 2014 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:27.741Z Evaluation of Item Recommendation performance on the test split of the DBbook @10 2014 dataset, measured using Precision, Recall, F1, Hit Rate, and NDCG. 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 | Item Recommendation | | Dataset (including any stated split) | DBbook @10 2014 (test) | | Metric | Hit Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [NDCG](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit Rate | Result date | Report paper | | --- | --- | --- | --- | | Ekar\* | 18.74 | Not recorded | 68fa6b851e209131cea2ecaa | | ConvE-Rec | 18.5 | Not recorded | 68fa6b851e209131cea2ecaa | | KTUP | 17.61 | Not recorded | 68fa6b851e209131cea2ecaa | | Ekar | 17.16 | Not recorded | 68fa6b851e209131cea2ecaa | | CFKG | 14.28 | Not recorded | 68fa6b851e209131cea2ecaa | | MKR | 8.63 | Not recorded | 68fa6b851e209131cea2ecaa | | BPR-MF | 8.29 | Not recorded | 68fa6b851e209131cea2ecaa | | RippleNet | 7.63 | Not recorded | 68fa6b851e209131cea2ecaa | | ItemKNN | 7.02 | Not recorded | 68fa6b851e209131cea2ecaa | | KTUP | 0.3461 | Not recorded | 68fa65691e209131cea0a2ea | | KTUP | 0.3449 | Not recorded | 68fa65691e209131cea0a2ea | | CKE | 0.3318 | Not recorded | 68fa65691e209131cea0a2ea | | TUP | 0.3142 | Not recorded | 68fa65691e209131cea0a2ea | | BPRMF | 0.3126 | Not recorded | 68fa65691e209131cea0a2ea | | FM | 0.3015 | Not recorded | 68fa65691e209131cea0a2ea | | CoFM | 0.2984 | Not recorded | 68fa65691e209131cea0a2ea | | TUP | 0.2956 | Not recorded | 68fa65691e209131cea0a2ea | | CoFM | 0.2896 | Not recorded | 68fa65691e209131cea0a2ea | | CFKG | 0.2809 | Not recorded | 68fa65691e209131cea0a2ea | ### Ekar\* Hit Rate: 18.74. Result ID: 698e9389ffc3901de09ece4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ranking strategy":"rewards"}. This record does not assert independent reproduction. ### ConvE-Rec Hit Rate: 18.5. Result ID: 698e9389ffc3901de09ece49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KG embedding":"ConvE"}. This record does not assert independent reproduction. ### KTUP Hit Rate: 17.61. Result ID: 698e9389ffc3901de09ece48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ekar Hit Rate: 17.16. Result ID: 698e9389ffc3901de09ece4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ranking strategy":"path probabilities"}. This record does not assert independent reproduction. ### CFKG Hit Rate: 14.28. Result ID: 698e9389ffc3901de09ece46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KG embedding":"TransE"}. This record does not assert independent reproduction. ### MKR Hit Rate: 8.63. Result ID: 698e9389ffc3901de09ece47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BPR-MF Hit Rate: 8.29. Result ID: 698e9389ffc3901de09ece44. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RippleNet Hit Rate: 7.63. Result ID: 698e9389ffc3901de09ece45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ItemKNN Hit Rate: 7.02. Result ID: 698e9389ffc3901de09ece43. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KTUP Hit Rate: 0.3461. Result ID: 698cab078b517eb4331befca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"soft","Top-N rank":"10"}. This record does not assert independent reproduction. ### KTUP Hit Rate: 0.3449. Result ID: 698cab078b517eb4331befc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"hard","Top-N rank":"10"}. This record does not assert independent reproduction. ### CKE Hit Rate: 0.3318. Result ID: 698cab078b517eb4331befc4. [Reporting paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. ### TUP Hit Rate: 0.3142. Result ID: 698cab078b517eb4331befc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"soft","Top-N rank":"10"}. This record does not assert independent reproduction. ### BPRMF Hit Rate: 0.3126. Result ID: 698cab078b517eb4331befc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. ### FM Hit Rate: 0.3015. Result ID: 698cab078b517eb4331befc1. [Reporting paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. ### CoFM Hit Rate: 0.2984. Result ID: 698cab078b517eb4331befc5. [Reporting paper]() Recorded evaluation configuration: {"Model variant":"share","Top-N rank":"10"}. This record does not assert independent reproduction. ### TUP Hit Rate: 0.2956. Result ID: 698cab078b517eb4331befc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Preference induction strategy":"hard","Top-N rank":"10"}. This record does not assert independent reproduction. ### CoFM Hit Rate: 0.2896. Result ID: 698cab078b517eb4331befc6. [Reporting paper]() Recorded evaluation configuration: {"Model variant":"reg","Top-N rank":"10"}. This record does not assert independent reproduction. ### CFKG Hit Rate: 0.2809. Result ID: 698cab078b517eb4331befc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Top-N rank":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.