# Persona Discovery on Llama-3.1-70B Large Target Source: [Persona Discovery on Llama-3.1-70B Large Target]() Collection index: [llms.txt]() Data updated: 2026-04-28T09:39:52.977Z Evaluation of Persona Discovery performance on the Llama-3.1-70B Large Target 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-3.1-70B Large Target | | Metric | Similarity Score | | Unit | PERCENT | | 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: PERCENT. ## Recorded results | Method | Similarity Score | Result date | Report paper | | --- | --- | --- | --- | | PD-Agent | 98 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 97 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 94 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 94 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 92 | Not recorded | 69f03f3155a3c32af89fa1fa | | PD-Agent | 91 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 88 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 87 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 86 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 85 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 84 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 84 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 83 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 82 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 80 | Not recorded | 69f03f3155a3c32af89fa1fa | | Freq-Aware | 79 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 78 | Not recorded | 69f03f3155a3c32af89fa1fa | | Vanilla | 77 | Not recorded | 69f03f3155a3c32af89fa1fa | ### PD-Agent Similarity Score: 98. Result ID: 69f0805547f34ce924d6d145. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 97. Result ID: 69f0805547f34ce924d6d142. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 94. Result ID: 69f0805547f34ce924d6d139. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 94. Result ID: 69f0805547f34ce924d6d13c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 92. Result ID: 69f0805547f34ce924d6d136. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction. ### PD-Agent Similarity Score: 91. Result ID: 69f0805547f34ce924d6d13f. [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: 88. Result ID: 69f0805547f34ce924d6d144. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 87. Result ID: 69f0805547f34ce924d6d141. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 86. Result ID: 69f0805547f34ce924d6d143. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 85. Result ID: 69f0805547f34ce924d6d140. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 84. Result ID: 69f0805547f34ce924d6d138. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 84. Result ID: 69f0805547f34ce924d6d13b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 83. Result ID: 69f0805547f34ce924d6d137. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 82. Result ID: 69f0805547f34ce924d6d13a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 80. Result ID: 69f0805547f34ce924d6d13e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction. ### Freq-Aware Similarity Score: 79. Result ID: 69f0805547f34ce924d6d135. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 78. Result ID: 69f0805547f34ce924d6d13d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction. ### Vanilla Similarity Score: 77. Result ID: 69f0805547f34ce924d6d134. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. 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