Generality of the calibration–correctness trade-off
Determine whether the trade-off between high item-level correctness and poor calibration in individualized answer simulation is specific to the Qwen3-1.7B implementation and its retrieval configuration or reflects a general limitation of individual-text-corpus-based answer simulation.
References
Because no alternative model sizes, calibration procedures, or retrieval strategies were compared, it remains unclear whether the observed trade-off is specific to the present implementation or reflects a more general limitation of IC-based answer simulation.
— Individual Text Corpora Predict User-Specific Knowledge: Benchmarks of Individualized Knowledge Simulation
(2609.08532 - Wigbels et al., 8 Sep 2026) in Limitations, fifth limitation