Hyo Jin (Gina) Do
@dohyojin.bsky.social
Research Scientist @ IBM Research, Cambridge (MA), US
📄"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/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
October 16, 2025 at 11:03 AM
📄"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/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.
📄 "Hide or Highlight: Understanding the Impact of Factuality Expression on User Trust"
👉 arxiv.org/pdf/2508.07095
We discovered that hiding content estimated to be less factual, either by removing it or replacing it with vague statements, can enhance user trust while maintaining perceived quality.
👉 arxiv.org/pdf/2508.07095
We discovered that hiding content estimated to be less factual, either by removing it or replacing it with vague statements, can enhance user trust while maintaining perceived quality.
arxiv.org
October 16, 2025 at 11:03 AM
📄 "Hide or Highlight: Understanding the Impact of Factuality Expression on User Trust"
👉 arxiv.org/pdf/2508.07095
We discovered that hiding content estimated to be less factual, either by removing it or replacing it with vague statements, can enhance user trust while maintaining perceived quality.
👉 arxiv.org/pdf/2508.07095
We discovered that hiding content estimated to be less factual, either by removing it or replacing it with vague statements, can enhance user trust while maintaining perceived quality.
❣️ Shout out to my amazing co-authors:
Rachel Ostrand, @wernergeyer.bsky.social , @keerthi166.bsky.social, Dennis Wei, and Justin Weisz!
If you'll be at AIES, I would love to connect and chat more about our work! 🙌
Rachel Ostrand, @wernergeyer.bsky.social , @keerthi166.bsky.social, Dennis Wei, and Justin Weisz!
If you'll be at AIES, I would love to connect and chat more about our work! 🙌
October 16, 2025 at 11:01 AM
❣️ Shout out to my amazing co-authors:
Rachel Ostrand, @wernergeyer.bsky.social , @keerthi166.bsky.social, Dennis Wei, and Justin Weisz!
If you'll be at AIES, I would love to connect and chat more about our work! 🙌
Rachel Ostrand, @wernergeyer.bsky.social , @keerthi166.bsky.social, Dennis Wei, and Justin Weisz!
If you'll be at AIES, I would love to connect and chat more about our work! 🙌