Sohu Tech Products
Apr 24, 2024 · Artificial Intelligence
Domain-Specific Large Model Construction Guide
The guide explains why generic LLMs struggle with enterprise tasks and outlines two remedies—retrieval‑augmented generation and domain‑specific fine‑tuning—detailing dataset creation, training strategies (full‑parameter, LoRA, Q‑LoRA), validation methods, hardware benchmarks, and practical tips such as supervised fine‑tuning, 30% domain data, and a stepwise tuning pipeline.
AIdataset constructiondomain-specific LLM
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