# Knowledge Graph Question Answering on MetaQA 1-hop 1.0 Source: [Knowledge Graph Question Answering on MetaQA 1-hop 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:21:19.698Z Evaluation of Knowledge Graph Question Answering performance on the MetaQA 1-hop 1.0 dataset, typically reporting Hit@1 and F1 scores. 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 1-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 | 100 | Not recorded | 6a41fbf8206542251d7cca83 | | RDPG | 99.7 | Not recorded | 6a41fbf8206542251d7cca83 | | OPI-BR | 99.68 | Not recorded | 6a41fbf8206542251d7cca83 | | UniKGQA | 97.5 | Not recorded | 6a41fbf8206542251d7cca83 | | NSM | 97.1 | Not recorded | 6a41fbf8206542251d7cca83 | | StructGPT | 97.1 | Not recorded | 6a41fbf8206542251d7cca83 | | KG-Agent | 97.1 | Not recorded | 6a41fbf8206542251d7cca83 | | GraftNet | 97 | Not recorded | 6a41fbf8206542251d7cca83 | | ReasoningLM | 96.5 | Not recorded | 6a41fbf8206542251d7cca83 | | KG-GPT | 96.3 | Not recorded | 6a41fbf8206542251d7cca83 | | KV-Mem | 96.2 | Not recorded | 6a41fbf8206542251d7cca83 | | BYOKG | 95.3 | Not recorded | 6a41fbf8206542251d7cca83 | ### OPI-BR Hit@1: 100. Result ID: 6a421ce7fbc373592c873862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDPG Hit@1: 99.7. Result ID: 6a421ce7fbc373592c873861. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OPI-BR Hit@1: 99.68. Result ID: 6a421ce7fbc373592c873863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"one-shot"}. This record does not assert independent reproduction. ### UniKGQA Hit@1: 97.5. Result ID: 6a421ce7fbc373592c87385b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NSM Hit@1: 97.1. Result ID: 6a421ce7fbc373592c873859. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StructGPT Hit@1: 97.1. Result ID: 6a421ce7fbc373592c87385c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KG-Agent Hit@1: 97.1. Result ID: 6a421ce7fbc373592c873860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraftNet Hit@1: 97. Result ID: 6a421ce7fbc373592c87385a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReasoningLM Hit@1: 96.5. Result ID: 6a421ce7fbc373592c87385d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KG-GPT Hit@1: 96.3. Result ID: 6a421ce7fbc373592c87385e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KV-Mem Hit@1: 96.2. Result ID: 6a421ce7fbc373592c873858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOKG Hit@1: 95.3. Result ID: 6a421ce7fbc373592c87385f. [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.