2 papers
cs.HC2026
Intent Signal Theory: A Computational Framework for Intent-State Control in Human-AI Interaction
Gang Peng
Current AI interaction models treat the prompt as the primary object of exchange, omitting a critical layer: the user's latent source intent, the goal state preceding and motivatin…
cs.CL2026
Dimension-Level Intent Fidelity Evaluation for Large Language Models: Evidence from Structured Prompt Ablation
GAng Peng
Holistic evaluation scores capture overall output quality but do not distinguish whether a model reproduced the structural form of a user's request from whether it preserved the us…