# Generalization Knowledge Base Question Answering on GrailQA Source: [Generalization Knowledge Base Question Answering on GrailQA]() Collection index: [llms.txt]() Data updated: 2026-04-15T08:53:37.820Z Evaluation of model performance on the GrailQA dataset specifically focusing on generalization capabilities for Knowledge Base Question Answering. 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 | Generalization Knowledge Base Question Answering | | Dataset (including any stated split) | GrailQA | | Metric | Hit@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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. ## Recorded results | Method | Hit@1 | Result date | Report paper | | --- | --- | --- | --- | | LMP | 89.3 | Not recorded | 69df1b7e7d0172140ec7b86a | | KG-Agent | 86.1 | Not recorded | 69df1b7e7d0172140ec7b86a | | ToG | 81.4 | Not recorded | 68fa7c301e209131cea8ced4 | | ToG | 81.4 | Not recorded | 69df1b7e7d0172140ec7b86a | | KG-Reasoner | 76.86 | Not recorded | 69df1b7e7d0172140ec7b86a | | iQUEST | 73.52 | Not recorded | 68fa7c301e209131cea8ced4 | | iQUEST | 73.5 | Not recorded | 69df1b7e7d0172140ec7b86a | | KBQA-o1 | 72.9 | Not recorded | 69df1b7e7d0172140ec7b86a | | FlexKBQA | 68.9 | Not recorded | 68fa7c301e209131cea8ced4 | ### LMP Hit@1: 89.3. Result ID: 69df520147f34ce924c83447. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-4","Size":"-"}. This record does not assert independent reproduction. ### KG-Agent Hit@1: 86.1. Result ID: 69df520147f34ce924c83445. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LLaMA3","Size":"7B"}. This record does not assert independent reproduction. ### ToG Hit@1: 81.4. Result ID: 699a9f3a5698665ec42b1d87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ToG Hit@1: 81.4. Result ID: 69df520147f34ce924c83443. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4","Size":"-"}. This record does not assert independent reproduction. ### KG-Reasoner Hit@1: 76.86. Result ID: 69df520147f34ce924c83448. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3","Size":"30B"}. This record does not assert independent reproduction. ### iQUEST Hit@1: 73.52. Result ID: 699a9f3a5698665ec42b1d88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### iQUEST Hit@1: 73.5. Result ID: 69df520147f34ce924c83446. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o","Size":"-"}. This record does not assert independent reproduction. ### KBQA-o1 Hit@1: 72.9. Result ID: 69df520147f34ce924c83444. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LLaMA3","Size":"70B"}. This record does not assert independent reproduction. ### FlexKBQA Hit@1: 68.9. Result ID: 699a9f3a5698665ec42b1d86. [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.