# Knowledge Graph Question Answering on MetaQA 3-hop 1.0 Source: [Knowledge Graph Question Answering on MetaQA 3-hop 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:21:19.771Z Evaluation of Knowledge Graph Question Answering performance on the MetaQA 3-hop 1.0 dataset, 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 3-hop 1.0 | | Metric | Hit@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | 99.96 | Not recorded | 6a41fbf8206542251d7cca83 | | OPI-BR | 99.86 | Not recorded | 6a41fbf8206542251d7cca83 | | UniKGQA | 99.1 | Not recorded | 6a41fbf8206542251d7cca83 | | NSM | 98.9 | Not recorded | 6a41fbf8206542251d7cca83 | | KG-GPT | 94 | Not recorded | 6a41fbf8206542251d7cca83 | | ReasoningLM | 92.7 | Not recorded | 6a41fbf8206542251d7cca83 | | KG-Agent | 92.1 | Not recorded | 6a41fbf8206542251d7cca83 | | ARG | 87.7 | Not recorded | 6a41fbf8206542251d7cca83 | | RDPG | 87.7 | Not recorded | 6a41fbf8206542251d7cca83 | | StructGPT | 87 | Not recorded | 6a41fbf8206542251d7cca83 | | R^2 | 85.2 | Not recorded | 6a41fbf8206542251d7cca83 | | RoG | 84.8 | Not recorded | 6a41fbf8206542251d7cca83 | | GraftNet | 77.7 | Not recorded | 6a41fbf8206542251d7cca83 | | Retrieval & Reasoning | 76 | Not recorded | 6a41fbf8206542251d7cca83 | | BYOKG | 75.7 | Not recorded | 6a41fbf8206542251d7cca83 | | SymAgent | 57 | Not recorded | 6a41fbf8206542251d7cca83 | | KV-Mem | 48.9 | Not recorded | 6a41fbf8206542251d7cca83 | ### OPI-BR Hit@1: 99.96. Result ID: 6a421ce7fbc373592c87387f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OPI-BR Hit@1: 99.86. Result ID: 6a421ce7fbc373592c873880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shot":"one-shot"}. This record does not assert independent reproduction. ### UniKGQA Hit@1: 99.1. Result ID: 6a421ce7fbc373592c873873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NSM Hit@1: 98.9. Result ID: 6a421ce7fbc373592c873871. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KG-GPT Hit@1: 94. Result ID: 6a421ce7fbc373592c873876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReasoningLM Hit@1: 92.7. Result ID: 6a421ce7fbc373592c873875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KG-Agent Hit@1: 92.1. Result ID: 6a421ce7fbc373592c87387c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARG Hit@1: 87.7. Result ID: 6a421ce7fbc373592c87387a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDPG Hit@1: 87.7. Result ID: 6a421ce7fbc373592c87387d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StructGPT Hit@1: 87. Result ID: 6a421ce7fbc373592c873874. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R^2 Hit@1: 85.2. Result ID: 6a421ce7fbc373592c87387e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoG Hit@1: 84.8. Result ID: 6a421ce7fbc373592c873878. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraftNet Hit@1: 77.7. Result ID: 6a421ce7fbc373592c873872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrieval & Reasoning Hit@1: 76. Result ID: 6a421ce7fbc373592c873877. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOKG Hit@1: 75.7. Result ID: 6a421ce7fbc373592c873879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SymAgent Hit@1: 57. Result ID: 6a421ce7fbc373592c87387b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KV-Mem Hit@1: 48.9. Result ID: 6a421ce7fbc373592c873870. [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.