LLM on Niraj Thapaliyahttps://ndthp.com/tags/llm/Recent content in LLM on Niraj ThapaliyaHugoen-usFri, 01 May 2026 00:00:00 +0000QLoRA Fine-Tuning for Structured JSON Extractionhttps://ndthp.com/projects/qlora-food-extraction/Fri, 01 May 2026 00:00:00 +0000https://ndthp.com/projects/qlora-food-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.LLM Benchmark Evaluation: Multi-Agent Discussion Frameworkhttps://ndthp.com/projects/llm-multiagent-benchmark/Thu, 01 May 2025 00:00:00 +0000https://ndthp.com/projects/llm-multiagent-benchmark/Rigorous evaluation of a 4-agent discussion pipeline on 7,661 benchmark questions. The framework decreased accuracy on all three benchmarks — an instructive negative result.