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Zhi-Chao Hou

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#machine learning Preprint Sep 2026

TEFM: Token-Efficient Faithful Modeling for Structured Data

In this paper, we solve two fundamental obstacles in applying LLMs to critical domains: token efficiency and faithfulness. To address both constraints jointly, we present TEFM (Token-Efficient Faithful Modeling), a framework designed for structured data analysis in critical domains. TEFM achieves token efficiency by co...

Zhi-Chao Hou, Ling-Dao Sha, Xue-Yu Mao et al. · 2 citations

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