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N. Pathirage

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#artificial intelligence Preprint Oct 2026

Confident Fools or Careful Searchers? A Behavioural Study of When LLMs Search Beyond Their Static Internal Memory

A benchmark of 400 multiple-choice questions that combines widely known inside-knowledge inside-knowledge questions, which should be answered directly, with outside-knowledge questions about facts from news published after the models'training cut-offs is introduced, which should trigger search or, without tools, absten...

N. Pathirage, K. Srijomkwan · 0 citations
#artificial intelligence Preprint Oct 2026

SUDO: From Scientific Publications to Global Scholarly Discourse

Scholarly Knowledge Graphs (SKGs) support literature search, scientific discovery, and agent-assisted research. Yet, most approaches to SKG construction pre-specify the knowledge unit to be represented, typically named scholarly entities or contribution-level statements, and retain only the publication content expressi...

N. Pathirage, Henrique M. Dinis Santos, Deborah L. McGuinness · 1 citation

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