# Personalized Question Answering on LaMP-QA Source: [Personalized Question Answering on LaMP-QA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:09.075Z Evaluation of model performance on the LaMP-QA dataset for Personalized Question Answering, reporting category-specific accuracy scores. 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 Question Answering | | Dataset (including any stated split) | LaMP-QA | | Metric | Accuracy (Arts & Entertainment) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (Arts & Entertainment)](): Higher is better; unit: PERCENT. - [Accuracy (Lifestyle & Personal Development)](): Higher is better; unit: PERCENT. - [Accuracy (Society & Culture)](): Higher is better; unit: PERCENT. - [Accuracy (Macro Average)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Arts & Entertainment) | Result date | Report paper | | --- | --- | --- | --- | | Upper Bound: RAG-Personalization Server-Side | 53.27 | Not recorded | 69784675a2b28e761d87c422 | | P3 | 48.11 | Not recorded | 69784675a2b28e761d87c422 | | RAG-Personalization Client-Side | 42.58 | Not recorded | 69784675a2b28e761d87c422 | | Non-Personalized Server-Side | 41.32 | Not recorded | 69784675a2b28e761d87c422 | | Upper Bound: RAG-Personalization Server-Side | 39.2 | Not recorded | 69784675a2b28e761d87c422 | | Non-Personalized Speculative Decoding | 39.12 | Not recorded | 69784675a2b28e761d87c422 | | P3 | 36.8 | Not recorded | 69784675a2b28e761d87c422 | | Non-Personalized Server-Side | 32.66 | Not recorded | 69784675a2b28e761d87c422 | | Non-Personalized Speculative Decoding | 32.26 | Not recorded | 69784675a2b28e761d87c422 | | RAG-Personalization Client-Side | 30.13 | Not recorded | 69784675a2b28e761d87c422 | ### Upper Bound: RAG-Personalization Server-Side Accuracy (Arts & Entertainment): 53.27. Result ID: 69966f9f5698665ec4b69f5f. [Reporting paper]() Recorded evaluation configuration: {"Model Family":"Gemma 3","Parameters":"12B"}. This record does not assert independent reproduction. ### P3 Accuracy (Arts & Entertainment): 48.11. Result ID: 69966f9f5698665ec4b69f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Family":"Gemma 3","Server-Side Parameters":"12B","Client-Side Parameters":"4B"}. This record does not assert independent reproduction. ### RAG-Personalization Client-Side Accuracy (Arts & Entertainment): 42.58. Result ID: 69966f9f5698665ec4b69f5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Family":"Gemma 3","Parameters":"4B"}. This record does not assert independent reproduction. ### Non-Personalized Server-Side Accuracy (Arts & Entertainment): 41.32. Result ID: 69966f9f5698665ec4b69f5b. [Reporting paper]() Recorded evaluation configuration: {"Model Family":"Gemma 3","Parameters":"12B"}. This record does not assert independent reproduction. ### Upper Bound: RAG-Personalization Server-Side Accuracy (Arts & Entertainment): 39.2. Result ID: 69966f9f5698665ec4b69f5a. [Reporting paper]() Recorded evaluation configuration: {"Model Family":"Qwen 2.5","Parameters":"14B"}. This record does not assert independent reproduction. ### Non-Personalized Speculative Decoding Accuracy (Arts & Entertainment): 39.12. Result ID: 69966f9f5698665ec4b69f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Family":"Gemma 3","Verifier Parameters":"12B","Draft Parameters":"4B"}. This record does not assert independent reproduction. ### P3 Accuracy (Arts & Entertainment): 36.8. Result ID: 69966f9f5698665ec4b69f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Family":"Qwen 2.5","Server-Side Parameters":"14B","Client-Side Parameters":"3B"}. This record does not assert independent reproduction. ### Non-Personalized Server-Side Accuracy (Arts & Entertainment): 32.66. Result ID: 69966f9f5698665ec4b69f56. [Reporting paper]() Recorded evaluation configuration: {"Model Family":"Qwen 2.5","Parameters":"14B"}. This record does not assert independent reproduction. ### Non-Personalized Speculative Decoding Accuracy (Arts & Entertainment): 32.26. Result ID: 69966f9f5698665ec4b69f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Family":"Qwen 2.5","Verifier Parameters":"14B","Draft Parameters":"3B"}. This record does not assert independent reproduction. ### RAG-Personalization Client-Side Accuracy (Arts & Entertainment): 30.13. Result ID: 69966f9f5698665ec4b69f58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Family":"Qwen 2.5","Parameters":"3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.