# Knowledge Probing on LAMA-UHN Source: [Knowledge Probing on LAMA-UHN]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:46.402Z Evaluation of model performance on knowledge probing tasks using the LAMA-UHN dataset. 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 Probing | | Dataset (including any stated split) | LAMA-UHN | | Metric | P@1 (Google-RE) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [P@1 (Google-RE)](): Higher is better; unit: PERCENT. - [P@1 (T-REx)](): Higher is better; unit: PERCENT. ## Recorded results | Method | P@1 (Google-RE) | Result date | Report paper | | --- | --- | --- | --- | | BERT-PELT | 8.9 | Not recorded | 68fa6c9e1e209131cea34ffb | | BERT | 8.8 | Not recorded | 68fa6c9e1e209131cea34ffb | | ERNIE | 5.9 | Not recorded | 68fa6c9e1e209131cea34ffb | | BERT | 4.7 | Not recorded | 68fa68c01e209131cea1e0eb | | KEPLER-W+W | 4.1 | Not recorded | 68fa68c01e209131cea1e0eb | | KEPLER-Wiki | 3.3 | Not recorded | 68fa68c01e209131cea1e0eb | | Our RoBERTa | 2.8 | Not recorded | 68fa68c01e209131cea1e0eb | | PELT | 2.8 | Not recorded | 68fa6c9e1e209131cea34ffb | | KEPLER | 2.5 | Not recorded | 68fa6c9e1e209131cea34ffb | | RoBERTa | 2.2 | Not recorded | 68fa68c01e209131cea1e0eb | | RoBERTa | 2.2 | Not recorded | 68fa6c9e1e209131cea34ffb | | BART-PELT | 2.1 | Not recorded | 68fa6c9e1e209131cea34ffb | | LUKE | 2 | Not recorded | 68fa6c9e1e209131cea34ffb | | BART | 1.3 | Not recorded | 68fa6c9e1e209131cea34ffb | ### BERT-PELT P@1 (Google-RE): 8.9. Result ID: 698f27d33a6c314849f655c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### BERT P@1 (Google-RE): 8.8. Result ID: 698f27d33a6c314849f655c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERNIE P@1 (Google-RE): 5.9. Result ID: 698f27d33a6c314849f655be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT P@1 (Google-RE): 4.7. Result ID: 698d82c28b517eb433220c3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KEPLER-W+W P@1 (Google-RE): 4.1. Result ID: 698d82c28b517eb433220c43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KEPLER-Wiki P@1 (Google-RE): 3.3. Result ID: 698d82c28b517eb433220c42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Our RoBERTa P@1 (Google-RE): 2.8. Result ID: 698d82c28b517eb433220c41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PELT P@1 (Google-RE): 2.8. Result ID: 698f27d33a6c314849f655c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### KEPLER P@1 (Google-RE): 2.5. Result ID: 698f27d33a6c314849f655bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa P@1 (Google-RE): 2.2. Result ID: 698d82c28b517eb433220c40. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa P@1 (Google-RE): 2.2. Result ID: 698f27d33a6c314849f655c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BART-PELT P@1 (Google-RE): 2.1. Result ID: 698f27d33a6c314849f655c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BART"}. This record does not assert independent reproduction. ### LUKE P@1 (Google-RE): 2. Result ID: 698f27d33a6c314849f655c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BART P@1 (Google-RE): 1.3. Result ID: 698f27d33a6c314849f655c5. [Reporting paper]() [Method origin 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.