📄"Highlight All the Phrases: Enhancing LLM Transparency through Visual Factuality Indicators"
👉 arxiv.org/pdf/2508.06846
We found that highlighting every phrase in a response using a color scale for its factuality estimate was the most preferred and trusted design.
arxiv.org