~/talk

AmbigChat: Interactive Hierarchical Clarification for Ambiguous Open-Domain Question Answering

Talkat UIST 2025 · 2025-09-28..10-01· [ai-assisted-development]
name:Jiaju Ma
links:none on file
name:Lei Shi
links:none on file
links:none on file
name:Peggy Chi
links:none on file
slides:none on file

AmbigChat constructs an automated disambiguation tree by combining an ambiguity taxonomy from 5,000 queries with web search and LLM grounding, extracting 10 facet types and hierarchically generating facet values (each facet limited to ~2–5 options). The interface surfaces interactive clarification widgets, supports drag-and-drop context chips, and adds new branches on demand. A design process with six professionals precedes a user study with 16 participants that reports faster, easier answer finding and structured exploration of the answer space.

AI-written summary · about

  1. 0:00Introduction
  2. 0:24Ambiguity in questions
  3. 3:53Disambiguation tree
  4. 5:38User interaction
  5. 8:51Exploration examples
  6. 9:58Conclusion and Q&A
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