Language Models Don't Know What You Want: Evaluating Personalization in Deep Research Needs Real Users

Nishant Balepur·Malachi Hamada·V. Kishore...Joseph Chee Chang...
ACL (main)·2026·1 citation

TLDRMyScholarQA (MySQA), a personalized DR agent that infers a profile with a user's research interests; proposes personalized actions for a user's input query; and writes a multi-section report for the query that follows user-approved actions.

Code & Resources

Loading PDF reader...

Language Models Don't Know What You Want: Evaluating Personalization in Deep Research Needs Real Users

Nishant Balepur·Malachi Hamada·V. Kishore...Joseph Chee Chang...
ACL (main)·2026·1 citation

TLDRMyScholarQA (MySQA), a personalized DR agent that infers a profile with a user's research interests; proposes personalized actions for a user's input query; and writes a multi-section report for the query that follows user-approved actions.

Code & Resources

Paper

Loading PDF reader...