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cs.CL2026
Eliciting Trustworthiness Priors of Large Language Models via Economic Games
Siyu Yan, Lusha Zhu, Jian-Qiao Zhu
One critical aspect of building human-centered, trustworthy artificial intelligence (AI) systems is maintaining calibrated trust: appropriate reliance on AI systems outperforms bot…
cs.CL2026
Simulated Annealing Enhances Theory-of-Mind Reasoning in Autoregressive Language Models
Xucong Hu, Jian-Qiao Zhu
Autoregressive language models are next-token predictors and have been criticized for only optimizing surface plausibility (i.e., local coherence) rather than maintaining correct l…