{"type": "article", "title": "Semantic Variability of Replies Across LLMs: Implications for Designing Conversation-Based Assessment", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/semantic-variability-of-replies-across-llms-implications-for-designing-based", "original_source": "https://arxiv.org/abs/2608.24920", "published": "2026-08-27T04:00:00+00:00", "accessed": "2026-08-27", "id": "semantic-variability-of-replies-across-llms-implications-for-designing-based"}