# Persona Discovery on Llama 8B Small Target 3.1 Source: [Persona Discovery on Llama 8B Small Target 3.1]() Collection index: [llms.txt]() Data updated: 2026-04-28T09:39:52.879Z Evaluation of Persona Discovery performance on the Llama 8B Small Target 3.1 model, measured using Similarity Score. 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 | Persona Discovery | | Dataset (including any stated split) | Llama 8B Small Target 3.1 | | Metric | Similarity Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Similarity Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Similarity Score | Result date | Report paper | | --- | --- | --- | --- | | PD-Agent | 0.97 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 0.95 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 0.91 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 0.9 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 0.88 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 0.87 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 0.85 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 0.85 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 0.83 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 0.82 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 0.81 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 0.8 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 0.79 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 0.78 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 0.77 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 0.76 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 0.75 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 0.74 | Not recorded | 69f03f3155a3c32af89fa1fa | ### PD-Agent Similarity Score: 0.97. Result ID: 69f0805547f34ce924d6d10f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 0.95. Result ID: 69f0805547f34ce924d6d10c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 0.91. Result ID: 69f0805547f34ce924d6d106. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 0.9. Result ID: 69f0805547f34ce924d6d103. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 0.88. Result ID: 69f0805547f34ce924d6d100. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 0.87. Result ID: 69f0805547f34ce924d6d109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 0.85. Result ID: 69f0805547f34ce924d6d10b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 0.85. Result ID: 69f0805547f34ce924d6d10e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 0.83. Result ID: 69f0805547f34ce924d6d10d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 0.82. Result ID: 69f0805547f34ce924d6d101. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 0.81. Result ID: 69f0805547f34ce924d6d105. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 0.8. Result ID: 69f0805547f34ce924d6d102. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 0.79. Result ID: 69f0805547f34ce924d6d104. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 0.78. Result ID: 69f0805547f34ce924d6d10a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 0.77. Result ID: 69f0805547f34ce924d6d108. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 0.76. Result ID: 69f0805547f34ce924d6d0ff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 0.75. Result ID: 69f0805547f34ce924d6d107. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 0.74. Result ID: 69f0805547f34ce924d6d0fe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.