4 papers · 1 filter
Causal state binding predicts action control in language agents
Xiao Jia
Autonomous language agents increasingly expose traces, memories, plans and constraints, but existing evaluations rarely test whether these state variables are bound to final action…
NeuroState-Bench: A Human-Calibrated Benchmark for Commitment Integrity in LLM Agent Profiles
Xiao Jia
Outcome-only evaluation under-specifies whether an evaluated agent profile preserves the commitments required to solve a multi-turn task coherently. NeuroState-Bench is a human-cal…
The Emergence of Altruism in Large-Language-Model Agents Society
Haoyang Li, Xiao Jia, Zhanzhan Zhao
Leveraging Large Language Models (LLMs) for social simulation is a frontier in computational social science. Understanding the social logics these agents embody is critical to this…
The Emergence of Social Science of Large Language Models
Xiao Jia, Zhanzhan Zhao
The social science of large language models (LLMs) examines how these systems evoke mind attributions, interact with one another, and transform human activity and institutions. We…