Results: standard evaluation mask model quality. 🎭
Top models like GPT-5.1 were initially less preferred by beginners, but their win rate skyrocketed on personalized tasks (e.g., 9% to 94%). This shows how superior models are better for all users when evaluation is *user-aware*. 📈
