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#natural language process... Preprint Oct 2026

Learning User Representations to Improve Simulation Fidelity

User simulators enable interactive training and evaluation of AI assistants at scale. Yet current simulators struggle to reproduce the diverse behaviors of real users, leading to assistants that generalize poorly to underrepresented users. We identify user representations as an underexplored bottleneck in user simulati...

Shuhaib Mehri, Philippe Laban, Michel Galley et al. · 0 citations

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