Traceable Texts and Their Effects: A Study of Summary-Source Links in AI-Generated Summaries
AI-generated summaryThe patient shows slight tiredness, somewhat high blood pressure, a gentle heart murmur, and mildly swollen neck glands, but otherwise has a normal exam.He's scheduled to come back in two months for another follow-up to review his progress.Physical Exam: Patient appears fatigued.Weight: 179 pounds.Blood Pressure: 142/80; 136/78.Neck: Mild cervical lymphadenopathy without thyromegaly.Lungs: Clear.Cor: S1, S2 normal without gallops or rubs, II/VI systolic ejection murmur at the apex.Abdomen: Non-tender, without organomegaly.Extremities: No edema.Figure 1: Interacting with a traceable text.We call an AI-generated summary with backlinks to a source text a "traceable text." Pictured is the kind of traceable text we studied in this paper.The generated summary is augmented with phrase-level links (e.g., "mildly swollen neck glands") to corresponding passages in a source text (e.g., "Neck: Mild cervical lymphadenopathy without thyromegaly").The links help a reader to check the veracity of a passage in a summary and also offer an index into the source text if the reader wishes to learn more.
Authors
- Hita Kambhamettu (ORCID: https://orcid.org/0000-0001-9620-1533)
- Andrew J. Head (ORCID: https://orcid.org/0000-0002-1523-3347)
- J. A. Flores (ORCID: https://orcid.org/0009-0000-6197-3218)
Institutions
- University of Pennsylvania (US)
Publication Details
- Published
- 2025-04-25
- DOI
- https://doi.org/10.1145/3706599.3719830
- Citations
- 1
- Primary Topic
- Topic Modeling
- Type
- article
- Field-Weighted Citation Impact
- 2.48
Funders
- U.S. Department of Defense
- Defense Advanced Research Projects Agency
- Advanced Research Projects Agency