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cs.CL2026
CUEing User Simulators: Calibrated User Embeddings for Multi-Turn Benchmarking
Anjali Kantharuban, Jonas Mueller
Recent benchmarks rely on user simulators to evaluate AI agents in multi-turn interaction. While existing simulation techniques demonstrate surface fidelity to human style and beha…
cs.CL2026
Real-Time Trustworthiness Scoring for LLM Structured Outputs and Data Extraction
Hui Wen Goh, Jonas Mueller
Structured Outputs from current LLMs exhibit sporadic errors, hindering enterprise AI deployment. We present CONSTRUCT, a real-time uncertainty estimator that scores the trustworth…