It is shown that this handoff step is a structural source of privacy leakage: summaries preferentially preserve operational facts while weakening the boundary metadata that governs how those facts may be used---a failure mode the authors call summary collapse.
Yian Wang, Agam Goyal, Eshwar Chandrasekharan et al.· 0 citations
It is suggested that local preference recognition requires community-specific training signal, not just better prompting, and this work supports future research on community-aware reward modeling, feed curation, and positive moderation.
Agam Goyal, Xianyang Zhan, Charlotte Lambert et al.· 6 citations
Responses to real search queries are examined at three levels: source diversity, linguistic characterization of the generated summary, and source-summary fidelity, to find that generative search systems exhibit significant source-selection biases in their citations.
Michelle Huang, Agam Goyal, Koustuv Saha et al.· arXiv.org· 8 citations
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