# Personalized Report Generation on Personalized Deep Research Task 3 1.0 (test) Source: [Personalized Report Generation on Personalized Deep Research Task 3 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:52:59.528Z Evaluation of model performance on generating personalized research reports using the test split of the Personalized Deep Research Task 3 1.0 dataset. 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 Report Generation | | Dataset (including any stated split) | Personalized Deep Research Task 3 1.0 (test) | | Metric | ROUGE-1 Score | | 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 - [ROUGE-1 Score](): Higher is better; unit: PERCENT. - [ROUGE-L Score](): Higher is better; unit: PERCENT. - [METEOR Score](): Higher is better; unit: PERCENT. - [Coherence Score](): Higher is better; unit: SCALAR. - [Readability Score](): Higher is better; unit: SCALAR. - [Content Precision](): Higher is better; unit: SCALAR. - [Personalization Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROUGE-1 Score | Result date | Report paper | | --- | --- | --- | --- | | Perplexity-DR | 39.2 | Not recorded | 6a02b47fdbc836b87d824c86 | | Gemini-DR | 37.1 | Not recorded | 6a02b47fdbc836b87d824c86 | | PDR | 36.84 | Not recorded | 6a02b47fdbc836b87d824c86 | | Grok-DR | 36.5 | Not recorded | 6a02b47fdbc836b87d824c86 | | OpenAI-DR | 35.8 | Not recorded | 6a02b47fdbc836b87d824c86 | | Iterative RAG | 35.79 | Not recorded | 6a02b47fdbc836b87d824c86 | | +Search | 35.03 | Not recorded | 6a02b47fdbc836b87d824c86 | | Profile Prompting | 34.59 | Not recorded | 6a02b47fdbc836b87d824c86 | | Zero-shot | 33.78 | Not recorded | 6a02b47fdbc836b87d824c86 | ### Perplexity-DR ROUGE-1 Score: 39.2. Result ID: 6a034c8847f34ce924e893ad. [Reporting paper]() Recorded evaluation configuration: {"category":"Deep Research Agents"}. This record does not assert independent reproduction. ### Gemini-DR ROUGE-1 Score: 37.1. Result ID: 6a034c8847f34ce924e893ae. [Reporting paper]() Recorded evaluation configuration: {"category":"Deep Research Agents"}. This record does not assert independent reproduction. ### PDR ROUGE-1 Score: 36.84. Result ID: 6a034c8847f34ce924e893b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"category":"Personalized","backbone":"DeepSeek R1-671B"}. This record does not assert independent reproduction. ### Grok-DR ROUGE-1 Score: 36.5. Result ID: 6a034c8847f34ce924e893ac. [Reporting paper]() Recorded evaluation configuration: {"category":"Deep Research Agents"}. This record does not assert independent reproduction. ### OpenAI-DR ROUGE-1 Score: 35.8. Result ID: 6a034c8847f34ce924e893af. [Reporting paper]() Recorded evaluation configuration: {"category":"Deep Research Agents"}. This record does not assert independent reproduction. ### Iterative RAG ROUGE-1 Score: 35.79. Result ID: 6a034c8847f34ce924e893b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"category":"Personalized","retrieval":"multi-step retrieval","backbone":"DeepSeek R1-671B"}. This record does not assert independent reproduction. ### +Search ROUGE-1 Score: 35.03. Result ID: 6a034c8847f34ce924e893ab. [Reporting paper]() Recorded evaluation configuration: {"category":"Non-personalized","search":"public web search","backbone":"DeepSeek R1-671B"}. This record does not assert independent reproduction. ### Profile Prompting ROUGE-1 Score: 34.59. Result ID: 6a034c8847f34ce924e893b0. [Reporting paper]() Recorded evaluation configuration: {"category":"Personalized","context":"structured user context","backbone":"DeepSeek R1-671B"}. This record does not assert independent reproduction. ### Zero-shot ROUGE-1 Score: 33.78. Result ID: 6a034c8847f34ce924e893aa. [Reporting paper]() Recorded evaluation configuration: {"category":"Non-personalized","backbone":"DeepSeek R1-671B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.