# Knowledge Base Question Answering on GrailQA (Hits@1, F1) Source: [Knowledge Base Question Answering on GrailQA (Hits@1, F1)]() Collection index: [llms.txt]() Data updated: 2026-05-20T06:43:25.751Z Evaluation of model performance on the GrailQA dataset for Knowledge Base Question Answering, specifically reporting Hits@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 Base Question Answering | | Dataset (including any stated split) | GrailQA | | Metric | Hits@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Hits@1](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@1 | Result date | Report paper | | --- | --- | --- | --- | | STAR | 80.4 | Not recorded | 6a0d400ff984739ed6737785 | | Graph CoT | 78.3 | Not recorded | 6a0d400ff984739ed6737785 | | RoG | 73.1 | Not recorded | 6a0d400ff984739ed6737785 | | RD-P | 71.3 | Not recorded | 6a0d400ff984739ed6737785 | | ToG | 69.8 | Not recorded | 6a0d400ff984739ed6737785 | | DALK | 56.7 | Not recorded | 6a0d400ff984739ed6737785 | | GRAG | 49.5 | Not recorded | 6a0d400ff984739ed6737785 | | G-Retriever | 48.5 | Not recorded | 6a0d400ff984739ed6737785 | | DeepSeek-R1-70B | 41.9 | Not recorded | 6a0d400ff984739ed6737785 | | Llama3.3-70B | 26.3 | Not recorded | 6a0d400ff984739ed6737785 | | Qwen2.5-72B | 24.3 | Not recorded | 6a0d400ff984739ed6737785 | ### STAR Hits@1: 80.4. Result ID: 6a0d5792fbc373592c04c683. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Lightweight Retriever","RT":"1.1"}. This record does not assert independent reproduction. ### Graph CoT Hits@1: 78.3. Result ID: 6a0d5792fbc373592c04c67d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"LLM-centric Retriever","RT":"168.4"}. This record does not assert independent reproduction. ### RoG Hits@1: 73.1. Result ID: 6a0d5792fbc373592c04c67c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"LLM-centric Retriever","RT":"2.3"}. This record does not assert independent reproduction. ### RD-P Hits@1: 71.3. Result ID: 6a0d5792fbc373592c04c681. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Lightweight Retriever","RT":"1.1"}. This record does not assert independent reproduction. ### ToG Hits@1: 69.8. Result ID: 6a0d5792fbc373592c04c67e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"LLM-centric Retriever","RT":"62"}. This record does not assert independent reproduction. ### DALK Hits@1: 56.7. Result ID: 6a0d5792fbc373592c04c67f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Lightweight Retriever","RT":"49.5"}. This record does not assert independent reproduction. ### GRAG Hits@1: 49.5. Result ID: 6a0d5792fbc373592c04c682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Lightweight Retriever","RT":"7.5"}. This record does not assert independent reproduction. ### G-Retriever Hits@1: 48.5. Result ID: 6a0d5792fbc373592c04c680. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Lightweight Retriever","RT":"7.7"}. This record does not assert independent reproduction. ### DeepSeek-R1-70B Hits@1: 41.9. Result ID: 6a0d5792fbc373592c04c67b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"LLM without KG","RT":"17.8"}. This record does not assert independent reproduction. ### Llama3.3-70B Hits@1: 26.3. Result ID: 6a0d5792fbc373592c04c67a. [Reporting paper]() Recorded evaluation configuration: {"Setting":"LLM without KG","RT":"4.0"}. This record does not assert independent reproduction. ### Qwen2.5-72B Hits@1: 24.3. Result ID: 6a0d5792fbc373592c04c679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"LLM without KG","RT":"4.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.