QLoRA Fine-Tuning for Structured JSON Extraction

Fine-tuning a 3B instruct model with QLoRA to produce strict JSON from free-form text — on a single consumer GPU. Exact-match accuracy 0.258 → 0.624.

May 2026 · Niraj Thapaliya