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WITHDRAWN: From Interpolation to Extrapolation: How Language Models Theorize in Data-Sparse Regimes

2026-02-17

Abstract excerpt

<title>Abstract</title> <p> When large language models (LLMs) generate citations in sparse domains, they frequently produce non-existent but theoretically coherent references. We argue these are not random errors but instances of <bold>abductive extrapolation</bold> : extending learned structures to infer what research <italic>should</italic> exist. Using a 2×2×2 factorial design (N = 192 citations), we mani...

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Literature Corpus work
bd6d557f-6184-5a16-b920-56c54f31b123
DOI
10.21203/rs.3.rs-8875396/v1
Open publication

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Semantic proximity does not establish scientific evidence.

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WITHDRAWN: From Interpolation to Extrapolation: How Language Models Theorize in Data-Sparse RegimesDOI 10.21203/rs.3.rs-8875396/v1
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