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Author

Huaqiu Liu

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#natural language process... Preprint Oct 2026

MiMo-V2.6: Scaling Reinforcement Learning Towards Self-Improvement

The MiMo-V2.6 series is introduced, an omni-modal family that pushes the frontier of model intelligence by scaling RL compute by building infrastructure for mixed-task agentic RL, including a unified trajectory representation, high-concurrency multi-framework rollout, decoupled control and data planes, and training-inf...

Xiao-Zhen Qiao, Zi-Yue Hua, Zi-Rui Ou et al. · 10 citations
#natural language process... Preprint Aug 2026

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. · 0 citations

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