# Personalized Generation on PersonaMem 128K memory corpus 1.0 (test) Source: [Personalized Generation on PersonaMem 128K memory corpus 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:24:37.511Z Evaluation of personalized generation capabilities using metrics covering preference tracking, memory alignment, novelty generation, and overall performance on the PersonaMem 128K memory corpus 1.0 test set. 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 Generation | | Dataset (including any stated split) | PersonaMem 128K memory corpus 1.0 (test) | | Metric | Revisit Reasons | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Revisit Reasons](): Higher is better; unit: PERCENT. - [Track Evolution](): Higher is better; unit: PERCENT. - [Latest Prefs](): Higher is better; unit: PERCENT. - [Aligned Recs](): Higher is better; unit: PERCENT. - [New Scenarios](): Higher is better; unit: PERCENT. - [Shared Facts](): Higher is better; unit: PERCENT. - [New Ideas](): Higher is better; unit: PERCENT. - [Overall Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Revisit Reasons | Result date | Report paper | | --- | --- | --- | --- | | Recol. | 81.41 | Not recorded | 69b0f7232d603e6de3e45e87 | | RF-Mem | 80.3 | Not recorded | 69b0f7232d603e6de3e45e87 | | Dense Retrieval | 78.81 | Not recorded | 69b0f7232d603e6de3e45e87 | | Zero Memory | 67.66 | Not recorded | 69b0f7232d603e6de3e45e87 | | Full Context | 56.13 | Not recorded | 69b0f7232d603e6de3e45e87 | ### Recol. Revisit Reasons: 81.41. Result ID: 69b126c16dbb7075b95b8239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retri Time":"7.86ms","Avg. Tokens":"3680.3"}. This record does not assert independent reproduction. ### RF-Mem Revisit Reasons: 80.3. Result ID: 69b126c16dbb7075b95b823a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retri Time":"4.27ms","Avg. Tokens":"3565.5"}. This record does not assert independent reproduction. ### Dense Retrieval Revisit Reasons: 78.81. Result ID: 69b126c16dbb7075b95b8238. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retri Time":"3.24ms","Avg. Tokens":"3540.1"}. This record does not assert independent reproduction. ### Zero Memory Revisit Reasons: 67.66. Result ID: 69b126c16dbb7075b95b8236. [Reporting paper]() Recorded evaluation configuration: {"Retri Time":"NA","Avg. Tokens":"416.3"}. This record does not assert independent reproduction. ### Full Context Revisit Reasons: 56.13. Result ID: 69b126c16dbb7075b95b8237. [Reporting paper]() Recorded evaluation configuration: {"Retri Time":"NA","Avg. Tokens":"115601.4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.