Personality Adaptation on PERSONA-EVOLVE
92.2Trait Adherence (TA)PERSONA-FLOW
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PERSONA-FLOWFamily=Qwen3, Model=4B-Instruct2026.02 | 92.2 | 90.6 | 92.4 | 49.1 | 90.8 | |
| PERSONA-FLOWFamily=Llama, Model=3.1-8B-Instruct2026.02 | 84.9 | 81.4 | 85.6 | 57.2 | 83.5 | |
| PERSONA-FLOWFamily=Qwen2.5, Model=14B-Instruct2026.02 | 84.8 | 86.4 | 84.8 | 59.3 | 85.4 | |
| PERSONA-FLOWFamily=Qwen2.5, Model=7B-Instruct2026.02 | 84.7 | 84.4 | 85 | 61.4 | 83.4 | |
| PERSONA-FLOWFamily=Qwen2.5, Model=3B-Instruct2026.02 | 78 | 79.1 | 78.9 | 61.3 | 78.4 | |
| PERSONA-FLOWFamily=Mistral, Model=Ministral-8B2026.02 | 74.3 | 73.2 | 74.2 | 48 | 73.2 |