# Multi-hop reasoning Knowledge Base Question Answering on WebQuestion Source: [Multi-hop reasoning Knowledge Base Question Answering on WebQuestion]() Collection index: [llms.txt]() Data updated: 2026-04-15T08:53:37.796Z Evaluation of model performance on the WebQuestion dataset for multi-hop reasoning over knowledge bases, typically measured using Hit@1. 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 | Multi-hop reasoning Knowledge Base Question Answering | | Dataset (including any stated split) | WebQuestion | | 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 | | --- | --- | --- | --- | | KG-Reasoner | 86.02 | Not recorded | 69df1b7e7d0172140ec7b86a | | PoG | 84.7 | Not recorded | 69df1b7e7d0172140ec7b86a | | KBQA-o1 | 82.5 | Not recorded | 69df1b7e7d0172140ec7b86a | | iQUEST | 81.23 | Not recorded | 68fa7c301e209131cea8ced4 | | iQUEST | 81.2 | Not recorded | 69df1b7e7d0172140ec7b86a | | LMP | 80.4 | Not recorded | 69df1b7e7d0172140ec7b86a | | KG-CoT | 68 | Not recorded | 68fa7c301e209131cea8ced4 | | ToG | 57.9 | Not recorded | 68fa7c301e209131cea8ced4 | | ToG | 57.9 | Not recorded | 69df1b7e7d0172140ec7b86a | ### KG-Reasoner Hit@1: 86.02. Result ID: 69df520147f34ce924c83442. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3","Size":"30B"}. This record does not assert independent reproduction. ### PoG Hit@1: 84.7. Result ID: 69df520147f34ce924c8343d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-4","Size":"-"}. This record does not assert independent reproduction. ### KBQA-o1 Hit@1: 82.5. Result ID: 69df520147f34ce924c8343f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LLaMA3","Size":"70B"}. This record does not assert independent reproduction. ### iQUEST Hit@1: 81.23. Result ID: 699a9f3a5698665ec42b1d85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### iQUEST Hit@1: 81.2. Result ID: 69df520147f34ce924c83440. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o","Size":"-"}. This record does not assert independent reproduction. ### LMP Hit@1: 80.4. Result ID: 69df520147f34ce924c83441. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-4","Size":"-"}. This record does not assert independent reproduction. ### KG-CoT Hit@1: 68. Result ID: 699a9f3a5698665ec42b1d83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ToG Hit@1: 57.9. Result ID: 699a9f3a5698665ec42b1d84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ToG Hit@1: 57.9. Result ID: 69df520147f34ce924c8343e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4","Size":"-"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.