# Trait Alignment on Persona Vectors Source: [Trait Alignment on Persona Vectors]() Collection index: [llms.txt]() Data updated: 2026-05-06T08:57:36.126Z Evaluation of model performance on the Persona Vectors dataset, assessing Trait Alignment capabilities using metrics like TA@C80 and TA@Cp. 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 | Trait Alignment | | Dataset (including any stated split) | Persona Vectors | | Metric | TA@Cp | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [TA@Cp](): Higher is better; unit: PERCENT. - [TA@C80](): Higher is better; unit: PERCENT. ## Recorded results | Method | TA@Cp | Result date | Report paper | | --- | --- | --- | --- | | A-PSRMSE\|QR | 96.4 | Not recorded | 69facb48c0f56ed84308a5ef | | A-ConstMSE\|QR | 95.8 | Not recorded | 69facb48c0f56ed84308a5ef | | prompt | 95.7 | Not recorded | 69facb48c0f56ed84308a5ef | | A-PSRLL\|QR | 94.4 | Not recorded | 69facb48c0f56ed84308a5ef | | A-PSRMSE\|QR | 92.5 | Not recorded | 69facb48c0f56ed84308a5ef | | prompt | 91.5 | Not recorded | 69facb48c0f56ed84308a5ef | | A-ConstMSE\|QR | 91.3 | Not recorded | 69facb48c0f56ed84308a5ef | | A-ConstLL\|QR | 85.9 | Not recorded | 69facb48c0f56ed84308a5ef | | A-ConstLL\|QR | 85.6 | Not recorded | 69facb48c0f56ed84308a5ef | | A-PSRMSE\|QR | 83.9 | Not recorded | 69facb48c0f56ed84308a5ef | | A-ConstMSE\|QR | 83.6 | Not recorded | 69facb48c0f56ed84308a5ef | | A-PSRLL\|QR | 82.3 | Not recorded | 69facb48c0f56ed84308a5ef | | S-PSRMSE\|QR | 74.7 | Not recorded | 69facb48c0f56ed84308a5ef | | A-ConstLL\|QR | 73.6 | Not recorded | 69facb48c0f56ed84308a5ef | | prompt | 71.6 | Not recorded | 69facb48c0f56ed84308a5ef | | S-PSRMSE\|QR | 66.8 | Not recorded | 69facb48c0f56ed84308a5ef | | A-PSRLL\|QR | 65.7 | Not recorded | 69facb48c0f56ed84308a5ef | | S-PSRMSE\|QR | 60.9 | Not recorded | 69facb48c0f56ed84308a5ef | | S-PSRLL\|QR | 59.1 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstMSE\|QR | 57.4 | Not recorded | 69facb48c0f56ed84308a5ef | | S-PSRLL\|QR | 52.6 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstLL\|QR | 51.8 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstMSE\|QR | 50.1 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstMSE\|QR | 48.8 | Not recorded | 69facb48c0f56ed84308a5ef | | S-PSRLL\|QR | 45 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstLL\|QR | 44 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstLL\|QR | 42.9 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstDiM\|R | 34.8 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstDiM\|R | 30.2 | Not recorded | 69facb48c0f56ed84308a5ef | | S-ConstDiM\|R | 28.9 | Not recorded | 69facb48c0f56ed84308a5ef | ### A-PSRMSE\|QR TA@Cp: 96.4. Result ID: 69fb027c47f34ce924de12b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### A-ConstMSE\|QR TA@Cp: 95.8. Result ID: 69fb027c47f34ce924de12a4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### prompt TA@Cp: 95.7. Result ID: 69fb027c47f34ce924de12b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### A-PSRLL\|QR TA@Cp: 94.4. Result ID: 69fb027c47f34ce924de12a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### A-PSRMSE\|QR TA@Cp: 92.5. Result ID: 69fb027c47f34ce924de12a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### prompt TA@Cp: 91.5. Result ID: 69fb027c47f34ce924de12a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### A-ConstMSE\|QR TA@Cp: 91.3. Result ID: 69fb027c47f34ce924de12ae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### A-ConstLL\|QR TA@Cp: 85.9. Result ID: 69fb027c47f34ce924de12ad. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### A-ConstLL\|QR TA@Cp: 85.6. Result ID: 69fb027c47f34ce924de12a3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### A-PSRMSE\|QR TA@Cp: 83.9. Result ID: 69fb027c47f34ce924de12ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### A-ConstMSE\|QR TA@Cp: 83.6. Result ID: 69fb027c47f34ce924de12b8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### A-PSRLL\|QR TA@Cp: 82.3. Result ID: 69fb027c47f34ce924de12af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### S-PSRMSE\|QR TA@Cp: 74.7. Result ID: 69fb027c47f34ce924de12ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### A-ConstLL\|QR TA@Cp: 73.6. Result ID: 69fb027c47f34ce924de12b7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### prompt TA@Cp: 71.6. Result ID: 69fb027c47f34ce924de12bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-PSRMSE\|QR TA@Cp: 66.8. Result ID: 69fb027c47f34ce924de12a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### A-PSRLL\|QR TA@Cp: 65.7. Result ID: 69fb027c47f34ce924de12b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-PSRMSE\|QR TA@Cp: 60.9. Result ID: 69fb027c47f34ce924de12b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-PSRLL\|QR TA@Cp: 59.1. Result ID: 69fb027c47f34ce924de12b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-ConstMSE\|QR TA@Cp: 57.4. Result ID: 69fb027c47f34ce924de12a0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### S-PSRLL\|QR TA@Cp: 52.6. Result ID: 69fb027c47f34ce924de12a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### S-ConstLL\|QR TA@Cp: 51.8. Result ID: 69fb027c47f34ce924de12b3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-ConstMSE\|QR TA@Cp: 50.1. Result ID: 69fb027c47f34ce924de12aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### S-ConstMSE\|QR TA@Cp: 48.8. Result ID: 69fb027c47f34ce924de12b4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-PSRLL\|QR TA@Cp: 45. Result ID: 69fb027c47f34ce924de12ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### S-ConstLL\|QR TA@Cp: 44. Result ID: 69fb027c47f34ce924de12a9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### S-ConstLL\|QR TA@Cp: 42.9. Result ID: 69fb027c47f34ce924de129f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. ### S-ConstDiM\|R TA@Cp: 34.8. Result ID: 69fb027c47f34ce924de12b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7b-Instruct"}. This record does not assert independent reproduction. ### S-ConstDiM\|R TA@Cp: 30.2. Result ID: 69fb027c47f34ce924de12a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8b-Instruct"}. This record does not assert independent reproduction. ### S-ConstDiM\|R TA@Cp: 28.9. Result ID: 69fb027c47f34ce924de129e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.2-3b-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. 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