# Personalized Topic Writing on Personalized Deep Research Dataset v1 (test) Source: [Personalized Topic Writing on Personalized Deep Research Dataset v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:52:59.620Z Evaluation of personalized topic writing performance using the test split of the Personalized Deep Research Dataset v1. Metrics include R-1, R-L, METEOR, Comprehensiveness (Comp.), Readability (Read.), Content Precision (C.P.), and Personalization Precision (P.P.). 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 | Personalized Topic Writing | | Dataset (including any stated split) | Personalized Deep Research Dataset v1 (test) | | Metric | R-1 Score | | Unit | SCALAR | | 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 - [R-1 Score](): Higher is better; unit: SCALAR. - [R-L Score](): Higher is better; unit: SCALAR. - [METEOR Score](): Higher is better; unit: SCALAR. - [Comprehensiveness](): Higher is better; unit: SCALAR. - [Readability](): Higher is better; unit: SCALAR. - [Content Precision](): Higher is better; unit: SCALAR. - [Personalization Precision](): Higher is better; unit: SCALAR. ## Recorded results | Method | R-1 Score | Result date | Report paper | | --- | --- | --- | --- | | Grok-DR | 0.3458 | Not recorded | 6a02b47fdbc836b87d824c86 | | Gemini-DR | 0.2788 | Not recorded | 6a02b47fdbc836b87d824c86 | | PDR | 0.2455 | Not recorded | 6a02b47fdbc836b87d824c86 | | Perplexity-DR | 0.2343 | Not recorded | 6a02b47fdbc836b87d824c86 | | OpenAI-DR | 0.2286 | Not recorded | 6a02b47fdbc836b87d824c86 | | +Search | 0.2176 | Not recorded | 6a02b47fdbc836b87d824c86 | | Profile Prompting | 0.2157 | Not recorded | 6a02b47fdbc836b87d824c86 | | Zero-shot | 0.1986 | Not recorded | 6a02b47fdbc836b87d824c86 | | Iterative RAG | 0.1619 | Not recorded | 6a02b47fdbc836b87d824c86 | ### Grok-DR R-1 Score: 0.3458. Result ID: 6a034c8847f34ce924e893c7. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction. ### Gemini-DR R-1 Score: 0.2788. Result ID: 6a034c8847f34ce924e893c9. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction. ### PDR R-1 Score: 0.2455. Result ID: 6a034c8847f34ce924e893cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Category":"Personalized"}. This record does not assert independent reproduction. ### Perplexity-DR R-1 Score: 0.2343. Result ID: 6a034c8847f34ce924e893c8. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction. ### OpenAI-DR R-1 Score: 0.2286. Result ID: 6a034c8847f34ce924e893ca. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction. ### +Search R-1 Score: 0.2176. Result ID: 6a034c8847f34ce924e893c6. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Non-personalized"}. This record does not assert independent reproduction. ### Profile Prompting R-1 Score: 0.2157. Result ID: 6a034c8847f34ce924e893cb. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Personalized"}. This record does not assert independent reproduction. ### Zero-shot R-1 Score: 0.1986. Result ID: 6a034c8847f34ce924e893c5. [Reporting paper]() Recorded evaluation configuration: {"Approach Category":"Non-personalized"}. This record does not assert independent reproduction. ### Iterative RAG R-1 Score: 0.1619. Result ID: 6a034c8847f34ce924e893cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach Category":"Personalized"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.