2 papers
cs.AI2025
Hallucination as a Computational Boundary: A Hierarchy of Inevitability and the Oracle Escape
Wang Xi, Quan Shi, Zenghui Ding +2
The illusion phenomenon of large language models (LLMs) is the core obstacle to their reliable deployment. This article formalizes the large language model as a probabilistic Turin…
cs.CL2025
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis
Wang Xi, Quan Shi, Tian Yu +5
Automated generation of high-quality media presentations is challenging, requiring robust content extraction, narrative planning, visual design, and overall quality optimization. E…