# Knowledge Graph Question Answering on MetaQA 2-hop 1.0 Source: [Knowledge Graph Question Answering on MetaQA 2-hop 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:21:19.735Z Evaluation of Knowledge Graph Question Answering performance on the MetaQA 2-hop 1.0 dataset, typically measured using Hit@1 and F1 score. 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 Question Answering | | Dataset (including any stated split) | MetaQA 2-hop 1.0 | | Metric | Hit@1 | | Unit | PERCENT | | Direction | Higher 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 - [Hit@1](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@1 | Result date | Report paper | | --- | --- | --- | --- | | OPI-BR | 99.99 | Not recorded | 6a41fbf8206542251d7cca83 | | OPI-BR | 99.94 | Not recorded | 6a41fbf8206542251d7cca83 | | NSM | 99.9 | Not recorded | 6a41fbf8206542251d7cca83 | | UniKGQA | 99 | Not recorded | 6a41fbf8206542251d7cca83 | | RDPG | 98.6 | Not recorded | 6a41fbf8206542251d7cca83 | | ReasoningLM | 98.3 | Not recorded | 6a41fbf8206542251d7cca83 | | KG-Agent | 98 | Not recorded | 6a41fbf8206542251d7cca83 | | StructGPT | 97.3 | Not recorded | 6a41fbf8206542251d7cca83 | | GraftNet | 94.8 | Not recorded | 6a41fbf8206542251d7cca83 | | KG-GPT | 94.4 | Not recorded | 6a41fbf8206542251d7cca83 | | KV-Mem | 82.7 | Not recorded | 6a41fbf8206542251d7cca83 | | BYOKG | 81.9 | Not recorded | 6a41fbf8206542251d7cca83 | ### OPI-BR Hit@1: 99.99. Result ID: 6a421ce7fbc373592c87386e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OPI-BR Hit@1: 99.94. Result ID: 6a421ce7fbc373592c87386f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"one-shot"}. This record does not assert independent reproduction. ### NSM Hit@1: 99.9. Result ID: 6a421ce7fbc373592c873865. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniKGQA Hit@1: 99. Result ID: 6a421ce7fbc373592c873867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDPG Hit@1: 98.6. Result ID: 6a421ce7fbc373592c87386d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReasoningLM Hit@1: 98.3. Result ID: 6a421ce7fbc373592c873869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KG-Agent Hit@1: 98. Result ID: 6a421ce7fbc373592c87386c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StructGPT Hit@1: 97.3. Result ID: 6a421ce7fbc373592c873868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraftNet Hit@1: 94.8. Result ID: 6a421ce7fbc373592c873866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KG-GPT Hit@1: 94.4. Result ID: 6a421ce7fbc373592c87386a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KV-Mem Hit@1: 82.7. Result ID: 6a421ce7fbc373592c873864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOKG Hit@1: 81.9. Result ID: 6a421ce7fbc373592c87386b. [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.