# Create a Reasoning-Focused LLM: A Practical Guide to Streaming, Curating, and Fine-Tuning the SupraLabs Reasoning Corpus

> Source: <https://www.marktechpost.com/2026/08/13/a-practical-guide-to-streaming-curating-and-fine-tuning-the-supralabs-reasoning-corpus/>
> Published: 2026-08-14 03:09:45+00:00

This tutorial provides a complete workflow for building a compact, reasoning-focused language model. By streaming the SupraLabs reasoning corpus from Hugging Face, we apply quality filters and curate data for Supervised Fine-Tuning (SFT). Using SmolLM2-135M-Instruct and LoRA, we demonstrate an end-to-end pipeline—from dataset analysis and heuristic cleaning to efficient training and inference—enabling the development of specialized small models without excessive resource requirements

The post [Create a Reasoning-Focused LLM: A Practical Guide to Streaming, Curating, and Fine-Tuning the SupraLabs Reasoning Corpus](https://www.marktechpost.com/2026/08/13/a-practical-guide-to-streaming-curating-and-fine-tuning-the-supralabs-reasoning-corpus/) appeared first on [MarkTechPost](https://www.marktechpost.com).