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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Bryant Han

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Book Open access Oct 2026

From Fragmented Literature to Reusable Knowledge: Concept-Conditioned Information Integration through LLMs

Recent scientific language models achieve strong performance by scaling model size and training on large domain-specific corpora; however, they primarily rely on raw textual data and lack explicit mechanisms for knowledge abstraction and reuse. In this paper, we present StemForce-LM, a framework for transforming unstru...

Bryant Han · 0 citations
Book Open access Oct 2026

From Fragmented Literature to Reusable Knowledge: Concept-Conditioned Information Integration through LLMs

Recent scientific language models achieve strong performance by scaling model size and training on large domain-specific corpora; however, they primarily rely on raw textual data and lack explicit mechanisms for knowledge abstraction and reuse. In this paper, we present StemForce-LM, a framework for transforming unstru...

Bryant Han · 0 citations

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