# All tasks combined on AOP-Wiki structured question answering set (test) Source: [All tasks combined on AOP-Wiki structured question answering set (test)]() Collection index: [llms.txt]() Data updated: 2026-04-14T06:40:27.721Z Evaluation across all combined tasks on the test split of the AOP-Wiki structured question answering dataset, measured by accuracy. 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 | All tasks combined | | Dataset (including any stated split) | AOP-Wiki structured question answering set (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeepSeek | 100 | Not recorded | 69ddca617d0172140ec79dd4 | | Overall | 96.67 | Not recorded | 69ddca617d0172140ec79dd4 | | Gemini | 95 | Not recorded | 69ddca617d0172140ec79dd4 | | GPT | 95 | Not recorded | 69ddca617d0172140ec79dd4 | | DeepSeek | 35 | Not recorded | 69ddca617d0172140ec79dd4 | | Overall | 23.33 | Not recorded | 69ddca617d0172140ec79dd4 | | Gemini | 20 | Not recorded | 69ddca617d0172140ec79dd4 | | GPT | 15 | Not recorded | 69ddca617d0172140ec79dd4 | ### DeepSeek Accuracy: 100. Result ID: 69dddf7e47f34ce924c4be9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/ RAG"}. This record does not assert independent reproduction. ### Overall Accuracy: 96.67. Result ID: 69dddf7e47f34ce924c4bea1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/ RAG"}. This record does not assert independent reproduction. ### Gemini Accuracy: 95. Result ID: 69dddf7e47f34ce924c4be9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/ RAG"}. This record does not assert independent reproduction. ### GPT Accuracy: 95. Result ID: 69dddf7e47f34ce924c4be9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/ RAG"}. This record does not assert independent reproduction. ### DeepSeek Accuracy: 35. Result ID: 69dddf7e47f34ce924c4be9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/O RAG"}. This record does not assert independent reproduction. ### Overall Accuracy: 23.33. Result ID: 69dddf7e47f34ce924c4bea0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/O RAG"}. This record does not assert independent reproduction. ### Gemini Accuracy: 20. Result ID: 69dddf7e47f34ce924c4be9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/O RAG"}. This record does not assert independent reproduction. ### GPT Accuracy: 15. Result ID: 69dddf7e47f34ce924c4be9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RAG enhancement":"W/O RAG"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.