# Knowledge-to-action Question Answering on 50 knowledge-to-action questions Source: [Knowledge-to-action Question Answering on 50 knowledge-to-action questions]() Collection index: [llms.txt]() Data updated: 2026-04-10T06:58:34.033Z Evaluation of model performance on answering questions that require translating knowledge into actionable steps, based on the '50 knowledge-to-action questions' dataset, measured by an overall score. 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-to-action question answering | | Dataset (including any stated split) | 50 knowledge-to-action questions | | Metric | Overall Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Overall Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Overall Score | Result date | Report paper | | --- | --- | --- | --- | | Text-chunk RAG | 4.37 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 4.24 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 4.18 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-chunk RAG | 4.17 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 4.01 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-chunk RAG | 4 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 3.96 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-chunk RAG | 3.96 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 3.93 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.9 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 3.86 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-chunk RAG | 3.84 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 3.8 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.78 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.75 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-chunk RAG | 3.72 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.7 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 3.68 | Not recorded | 68fa7bef1e209131cea8b6da | ### Text-chunk RAG Overall Score: 4.37. Result ID: 69d89e1c47f34ce924c0ec11. [Reporting paper]() Recorded evaluation configuration: {"Model":"phi-4","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 4.24. Result ID: 69d89e1c47f34ce924c0ec12. [Reporting paper]() Recorded evaluation configuration: {"Model":"phi-4","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 4.18. Result ID: 69d89e1c47f34ce924c0ec13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"phi-4","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Text-chunk RAG Overall Score: 4.17. Result ID: 69d89e1c47f34ce924c0ec08. [Reporting paper]() Recorded evaluation configuration: {"Model":"phi-4","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 4.01. Result ID: 69d89e1c47f34ce924c0ec09. [Reporting paper]() Recorded evaluation configuration: {"Model":"phi-4","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Text-chunk RAG Overall Score: 4. Result ID: 69d89e1c47f34ce924c0ec14. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-nemo-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 3.96. Result ID: 69d89e1c47f34ce924c0ec0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"phi-4","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Text-chunk RAG Overall Score: 3.96. Result ID: 69d89e1c47f34ce924c0ec0e. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma-3-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 3.93. Result ID: 69d89e1c47f34ce924c0ec10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma-3-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.9. Result ID: 69d89e1c47f34ce924c0ec0f. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma-3-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 3.86. Result ID: 69d89e1c47f34ce924c0ec07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma-3-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Text-chunk RAG Overall Score: 3.84. Result ID: 69d89e1c47f34ce924c0ec05. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma-3-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### KEO Overall Score: 3.8. Result ID: 69d89e1c47f34ce924c0ec16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"mistral-nemo-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.78. Result ID: 69d89e1c47f34ce924c0ec15. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-nemo-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.75. Result ID: 69d89e1c47f34ce924c0ec06. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma-3-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Text-chunk RAG Overall Score: 3.72. Result ID: 69d89e1c47f34ce924c0ec0b. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-nemo-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.7. Result ID: 69d89e1c47f34ce924c0ec0c. [Reporting paper]() Recorded evaluation configuration: {"Model":"mistral-nemo-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### KEO Overall Score: 3.68. Result ID: 69d89e1c47f34ce924c0ec0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"mistral-nemo-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.