# Knowledge Grounding on ATLAS-Pes2o-QKV Source: [Knowledge Grounding on ATLAS-Pes2o-QKV]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:04:07.600Z Evaluation of model performance on Knowledge Grounding using the ATLAS-Pes2o-QKV dataset, reporting accuracy metrics (ACC@1, ACC@5). 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 grounding | | Dataset (including any stated split) | ATLAS-Pes2o-QKV | | Metric | ACC@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [ACC@1](): Higher is better; unit: PERCENT. - [ACC@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC@1 | Result date | Report paper | | --- | --- | --- | --- | | AtlasKV w/o HiKVP | 100 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 92.7 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 90 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 87.3 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 72.7 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 52.7 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 50 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 47.3 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 40 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 25.5 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 16.4 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 16.4 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 5.5 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 3.6 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 0 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 0 | Not recorded | 68fa7c501e209131cea8d7d4 | ### AtlasKV w/o HiKVP ACC@1: 100. Result ID: 69de2d2647f34ce924c6e341. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 92.7. Result ID: 69de2d2647f34ce924c6e342. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 90. Result ID: 69de2d2647f34ce924c6e33d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 87.3. Result ID: 69de2d2647f34ce924c6e33e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 72.7. Result ID: 69de2d2647f34ce924c6e343. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 52.7. Result ID: 69de2d2647f34ce924c6e33f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 50. Result ID: 69de2d2647f34ce924c6e339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 47.3. Result ID: 69de2d2647f34ce924c6e344. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^4"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 40. Result ID: 69de2d2647f34ce924c6e335. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 25.5. Result ID: 69de2d2647f34ce924c6e33a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 16.4. Result ID: 69de2d2647f34ce924c6e336. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 16.4. Result ID: 69de2d2647f34ce924c6e340. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^4"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 5.5. Result ID: 69de2d2647f34ce924c6e337. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 3.6. Result ID: 69de2d2647f34ce924c6e33b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 0. Result ID: 69de2d2647f34ce924c6e338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^4"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 0. Result ID: 69de2d2647f34ce924c6e33c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^4"}. 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