IndustryLLM: Failure-Driven LLM Training for Industrial Procurement.

arXiv:2609.31871v1 Announce Type: new Abstract: Industrial procurement requires language models to bridge informal buyer jargon, sparse marketplace attributes, and authoritative engineering standards under strict safety tolerances. We present IndustryLLM, an o