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Xiao-Dong Li

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#artificial intelligence Open access Sep 2026

When financial fine-tuning fails: A three-level detectability analysis of numerical hallucination in domain-adapted language models

It is demonstrated that numerical hallucination in financial summarization is driven by the degradation of numerical restraint through domain adaptation, not by insufficient numerical reasoning.

Xiao-Dong Li, Pei-Wei Liu · 0 citations

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