# Knowledge Base Question Answering on CWQ 50% KB Source: [Knowledge Base Question Answering on CWQ 50% KB]() Collection index: [llms.txt]() Data updated: 2026-04-08T09:24:23.238Z Evaluation of Knowledge Base Question Answering performance on the 50% KB subset of the Complex WebQuestions (CWQ) dataset, reporting Hits@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 | Knowledge Base Question Answering | | Dataset (including any stated split) | CWQ 50% KB | | Metric | Hits@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 - [Hits@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@1 | Result date | Report paper | | --- | --- | --- | --- | | JCQL | 50.8 | Not recorded | 69d5e13a7d0172140ec75c5f | | GoG | 47.7 | Not recorded | 69d5e13a7d0172140ec75c5f | | PDRR | 47.1 | Not recorded | 69d5e13a7d0172140ec75c5f | | JCQL | 46.9 | Not recorded | 69d5e13a7d0172140ec75c5f | | JCQL | 42.7 | Not recorded | 69d5e13a7d0172140ec75c5f | | PoG | 42.3 | Not recorded | 69d5e13a7d0172140ec75c5f | | LMP | 40.1 | Not recorded | 69d5e13a7d0172140ec75c5f | | ToG | 32.8 | Not recorded | 69d5e13a7d0172140ec75c5f | | DECAFAns | 31.2 | Not recorded | 69d5e13a7d0172140ec75c5f | | KGT5 | 26.1 | Not recorded | 69d5e13a7d0172140ec75c5f | | BiNet | 20.8 | Not recorded | 69d5e13a7d0172140ec75c5f | | KG-CoT | 16.5 | Not recorded | 69d5e13a7d0172140ec75c5f | ### JCQL Hits@1: 50.8. Result ID: 69d61eb547f34ce924befa20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4o-mini"}. This record does not assert independent reproduction. ### GoG Hits@1: 47.7. Result ID: 69d61eb547f34ce924befa1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"EMNLP’24"}. This record does not assert independent reproduction. ### PDRR Hits@1: 47.1. Result ID: 69d61eb547f34ce924befa1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AAAI’26"}. This record does not assert independent reproduction. ### JCQL Hits@1: 46.9. Result ID: 69d61eb547f34ce924befa1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LLaMA3.1-70B"}. This record does not assert independent reproduction. ### JCQL Hits@1: 42.7. Result ID: 69d61eb547f34ce924befa1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### PoG Hits@1: 42.3. Result ID: 69d61eb547f34ce924befa1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"NeurIPS’24"}. This record does not assert independent reproduction. ### LMP Hits@1: 40.1. Result ID: 69d61eb547f34ce924befa1c. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ACL’25"}. This record does not assert independent reproduction. ### ToG Hits@1: 32.8. Result ID: 69d61eb547f34ce924befa19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICLR’24"}. This record does not assert independent reproduction. ### DECAFAns Hits@1: 31.2. Result ID: 69d61eb547f34ce924befa15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICLR’23"}. This record does not assert independent reproduction. ### KGT5 Hits@1: 26.1. Result ID: 69d61eb547f34ce924befa16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ACL’22"}. This record does not assert independent reproduction. ### BiNet Hits@1: 20.8. Result ID: 69d61eb547f34ce924befa17. [Reporting paper]() Recorded evaluation configuration: {"Venue":"SIGKDD’22"}. This record does not assert independent reproduction. ### KG-CoT Hits@1: 16.5. Result ID: 69d61eb547f34ce924befa18. [Reporting paper]() Recorded evaluation configuration: {"Venue":"IJCAI’24"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.