Llama 3.1 8B QLoRA on Bill-of-Lading extraction — full report

Reproducible fine-tuning report: QLoRA r=16 on 1,465 BOL examples, ablations against Claude Sonnet 4.5 and Gemini 3.1 Flash Lite, adversarial test results on 920 layout-diverse examples, and the brittleness recovery.