IndustryLLM: Failure-Driven LLM Training for Industrial Procurement
This work introduces a failure-driven adaptation recipe spanning continued pre-training (CPT) and supervised fine-tuning (SFT) and formalizes an evidence-gated constraint-evaluation interface enforcing three-valued logic where unverified product evidence remains unknown rather than satisfied.
Liang Ding, Zhiang Xu, Yu-Yang Sheng et al.
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