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Jeffrey D. Vitale

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Open access Jul 2026

LLM Post-Training to Enhance Knowledge Extraction from Specialist Domains: Teaching LLMs User Forum Creole

Whether preserving the full recursive structure of user forum threads during post-training is a more effective first step toward knowledge extraction than flattened question-answer pairs is investigated andEncoder–decoder architectures with bidirectional cross-attention are identified as a promising next step for exploiting the full collaborative structure of forum discourse.

Jeffrey D. Vitale · 0 citations