Towards Structured Mechanistic Reasoning in Single-cell Prediction
Yun-Hui Jang, Kaist Lu Zhu, Jake Fawkes et al.
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PersonaForge: Realistic Multi-Turn User Simulation for Agentic Systems
This work introduces PersonaForge, a user simulation framework for synthesizing realistic multi-turn user--agent interactions that combines a four-dimensional persona space, SOUL-driven behavioral control calibrated to real-user statistics, and Reverse Deep Construction grounded in authentic seed queries.
Hanglong Lv, Dawei Zhu, Lei Li et al.
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