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Affiliation:, University of T眉bingen
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LITTLELEARNER reveals that even a well-defined knowledge scope can yield a competent language model, but it won't expand its capabilities beyond its educational boundaries.
False-positive rates, not recall, dictate the deployability of citation verifiers in LLMs, revealing a critical trade-off for researchers.
