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.

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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

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article

Traceable Texts and Their Effects: A Study of Summary-Source Links in AI-Generated Summaries

Hita Kambhamettu, Andrew J. Head, J. A. Flores
1 citations
Topic Modeling
2.48
article

Traceable Texts and Their Effects: A Study of Summary-Source Links in AI-Generated Summaries

Hita Kambhamettu, Andrew J. Head, J. A. Flores
article en
1 citations

Abstract

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.

University of Pennsylvania (US)
U.S. Department of Defense, Defense Advanced Research Projects Agency, Advanced Research Projects Agency
Openalex Percentile: Top 11%
Topic Modeling
2.48
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Traceable Texts and Their Effects: A Study of Summary-Source Links in AI-Generated Summaries — Hita Kambhamettu, Andrew J. Head, et al. · (2025) | TGRS Research Map | TGRS