# Personalized Retrieval on PersonaBench Source: [Personalized Retrieval on PersonaBench]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:24:37.558Z Evaluation of Personalized Retrieval performance on the PersonaBench dataset, measured using Recall@5 and Recall@10 across different information modalities (Time, Basic Info, Social Info, Preferences). 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 Retrieval | | Dataset (including any stated split) | PersonaBench | | Metric | Latency@5 (Time) | | Unit | TIME | | Direction | Lower 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 - [Latency@5 (Time)](): Lower is better; unit: TIME. - [Recall@5 (Basic Info)](): Higher is better; unit: PERCENT. - [Recall@5 (Social Info)](): Higher is better; unit: PERCENT. - [Recall@5 (Pref Easy)](): Higher is better; unit: PERCENT. - [Recall@5 (Pref Hard)](): Higher is better; unit: PERCENT. - [Recall@5 (Overall)](): Higher is better; unit: PERCENT. - [Latency@10 (Time)](): Lower is better; unit: TIME. - [Recall@10 (Basic Info)](): Higher is better; unit: PERCENT. - [Recall@10 (Social Info)](): Higher is better; unit: PERCENT. - [Recall@10 (Pref Easy)](): Higher is better; unit: PERCENT. - [Recall@10 (Pref Hard)](): Higher is better; unit: PERCENT. - [Recall@10 (Overall)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Latency@5 (Time) | Result date | Report paper | | --- | --- | --- | --- | | Familiarity | 7.64 | Not recorded | 69b0f7232d603e6de3e45e87 | | RF-Mem | 8.33 | Not recorded | 69b0f7232d603e6de3e45e87 | | Familiarity | 8.4 | Not recorded | 69b0f7232d603e6de3e45e87 | | Familiarity | 8.92 | Not recorded | 69b0f7232d603e6de3e45e87 | | RF-Mem | 9.16 | Not recorded | 69b0f7232d603e6de3e45e87 | | Recollection | 9.65 | Not recorded | 69b0f7232d603e6de3e45e87 | | RF-Mem | 10.14 | Not recorded | 69b0f7232d603e6de3e45e87 | | Recollection | 10.94 | Not recorded | 69b0f7232d603e6de3e45e87 | | Recollection | 12.14 | Not recorded | 69b0f7232d603e6de3e45e87 | ### Familiarity Latency@5 (Time): 7.64. Result ID: 69b126c16dbb7075b95b8242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"all-mpnet-base-v2"}. This record does not assert independent reproduction. ### RF-Mem Latency@5 (Time): 8.33. Result ID: 69b126c16dbb7075b95b8244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"all-mpnet-base-v2"}. This record does not assert independent reproduction. ### Familiarity Latency@5 (Time): 8.4. Result ID: 69b126c16dbb7075b95b823f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"multi-qa-MiniLM-L6-cos-v1"}. This record does not assert independent reproduction. ### Familiarity Latency@5 (Time): 8.92. Result ID: 69b126c16dbb7075b95b8245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BAAI/bge-base-en-v1.5"}. This record does not assert independent reproduction. ### RF-Mem Latency@5 (Time): 9.16. Result ID: 69b126c16dbb7075b95b8241. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"multi-qa-MiniLM-L6-cos-v1"}. This record does not assert independent reproduction. ### Recollection Latency@5 (Time): 9.65. Result ID: 69b126c16dbb7075b95b8240. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"multi-qa-MiniLM-L6-cos-v1"}. This record does not assert independent reproduction. ### RF-Mem Latency@5 (Time): 10.14. Result ID: 69b126c16dbb7075b95b8247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BAAI/bge-base-en-v1.5"}. This record does not assert independent reproduction. ### Recollection Latency@5 (Time): 10.94. Result ID: 69b126c16dbb7075b95b8243. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"all-mpnet-base-v2"}. This record does not assert independent reproduction. ### Recollection Latency@5 (Time): 12.14. Result ID: 69b126c16dbb7075b95b8246. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BAAI/bge-base-en-v1.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.