One link is not proof until you check the passage
A link beside a chatbot answer can look like proof. For one low-stakes claim, open the link and find the passage that backs it. That is the check drawn from today’s digest of a paper about signs of factual accuracy in chatbots. A badge cannot do the reading for you.
Beyond Prompting
What the source reports
Warren and coauthors study signs that help people judge whether a chatbot answer is true. Today’s Beyond Prompting digest turns that topic into a small check. Pick a low-stakes claim, open one linked source, and find the passage that backs the claim. If the passage does not say it, the link alone is not enough. The digest gives no test result for this specific check. Treat it as a review habit, not a claim that any one trust signal always works.
Original source
- Title
- When Should I Trust This? Designing and Evaluating Factuality Indicators for LLM-based Chatbots
- Author
- Greta Warren, Jessica Heal, Sila Eser, Denise M. Leto, Christine M. Lehane, Isabelle Augenstein
- Publication
- arXiv
- Date
- Friday, October 23, 2026