# Knowledge Graph Completion on SNOMED CT Core Source: [Knowledge Graph Completion on SNOMED CT Core]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:16.128Z Evaluation of Knowledge Graph Completion performance on the SNOMED CT Core dataset, typically measured using ranking metrics like MRR and Hits@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 | Knowledge Graph Completion | | Dataset (including any stated split) | SNOMED CT Core | | Metric | Mean Rank | | Unit | SCALAR | | Direction | Lower 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 - [Mean Rank](): Lower is better; unit: SCALAR. - [MRR](): Higher is better; unit: PERCENT. - [Hits@1](): Higher is better; unit: PERCENT. - [Hits@3](): Higher is better; unit: PERCENT. - [Hits@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Rank | Result date | Report paper | | --- | --- | --- | --- | | BERT-ResNet + Ranking Ensemble | 264 | Not recorded | 68fa6a291e209131cea2678d | | BERT-ResNet + KD and RE | 264 | Not recorded | 68fa6a291e209131cea2678d | | BERT-DeepConv | 265 | Not recorded | 68fa6a291e209131cea2678d | | BERT-ResNet | 265 | Not recorded | 68fa6a291e209131cea2678d | | BERT-ResNet + Re-ranking | 265 | Not recorded | 68fa6a291e209131cea2678d | | BERT-ResNet + Knowledge Distillation | 265 | Not recorded | 68fa6a291e209131cea2678d | | BERT-ConvE | 414 | Not recorded | 68fa6a291e209131cea2678d | | BERT-ConvTransE | 514 | Not recorded | 68fa6a291e209131cea2678d | | ConvTransE | 3585 | Not recorded | 68fa6a291e209131cea2678d | | ConvE | 3739 | Not recorded | 68fa6a291e209131cea2678d | | ComplEx | 3903 | Not recorded | 68fa6a291e209131cea2678d | | DistMult | 5146 | Not recorded | 68fa6a291e209131cea2678d | ### BERT-ResNet + Ranking Ensemble Mean Rank: 264. Result ID: 698e1afcffc3901de09ad64b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"BERT-base","ranking-ensemble":true}. This record does not assert independent reproduction. ### BERT-ResNet + KD and RE Mean Rank: 264. Result ID: 698e1afcffc3901de09ad64c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"BERT-base","knowledge-distillation":true,"ranking-ensemble":true}. This record does not assert independent reproduction. ### BERT-DeepConv Mean Rank: 265. Result ID: 698e1afcffc3901de09ad647. [Reporting paper]() Recorded evaluation configuration: {"backbone":"BERT-base"}. This record does not assert independent reproduction. ### BERT-ResNet Mean Rank: 265. Result ID: 698e1afcffc3901de09ad648. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"BERT-base"}. This record does not assert independent reproduction. ### BERT-ResNet + Re-ranking Mean Rank: 265. Result ID: 698e1afcffc3901de09ad649. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"BERT-base","re-ranking":true}. This record does not assert independent reproduction. ### BERT-ResNet + Knowledge Distillation Mean Rank: 265. Result ID: 698e1afcffc3901de09ad64a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"BERT-base","knowledge-distillation":true}. This record does not assert independent reproduction. ### BERT-ConvE Mean Rank: 414. Result ID: 698e1afcffc3901de09ad645. [Reporting paper]() Recorded evaluation configuration: {"backbone":"BERT-base"}. This record does not assert independent reproduction. ### BERT-ConvTransE Mean Rank: 514. Result ID: 698e1afcffc3901de09ad646. [Reporting paper]() Recorded evaluation configuration: {"backbone":"BERT-base"}. This record does not assert independent reproduction. ### ConvTransE Mean Rank: 3585. Result ID: 698e1afcffc3901de09ad644. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvE Mean Rank: 3739. Result ID: 698e1afcffc3901de09ad643. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ComplEx Mean Rank: 3903. Result ID: 698e1afcffc3901de09ad642. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DistMult Mean Rank: 5146. Result ID: 698e1afcffc3901de09ad641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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