{"slug": "create-a-reasoning-focused-llm-a-practical-guide-to-streaming-curating-and-fine", "title": "Create a Reasoning-Focused LLM: A Practical Guide to Streaming, Curating, and Fine-Tuning the SupraLabs Reasoning Corpus", "summary": "MarkTechPost published a tutorial on building a compact reasoning-focused language model by streaming the SupraLabs reasoning corpus from Hugging Face, applying quality filters, and fine-tuning SmolLM2-135M-Instruct with LoRA. The guide covers dataset analysis, heuristic cleaning, and efficient training and inference, enabling specialized small models without excessive resource requirements.", "body_md": "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\n\nThe 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).", "url": "https://wpnews.pro/news/create-a-reasoning-focused-llm-a-practical-guide-to-streaming-curating-and-fine", "canonical_source": "https://www.marktechpost.com/2026/08/13/a-practical-guide-to-streaming-curating-and-fine-tuning-the-supralabs-reasoning-corpus/", "published_at": "2026-08-14 03:09:45+00:00", "updated_at": "2026-08-14 03:11:39.404208+00:00", "lang": "en", "topics": ["large-language-models", "artificial-intelligence", "machine-learning", "ai-research", "ai-tools"], "entities": ["MarkTechPost", "SupraLabs", "Hugging Face", "SmolLM2-135M-Instruct", "LoRA"], "alternates": {"html": "https://wpnews.pro/news/create-a-reasoning-focused-llm-a-practical-guide-to-streaming-curating-and-fine", "markdown": "https://wpnews.pro/news/create-a-reasoning-focused-llm-a-practical-guide-to-streaming-curating-and-fine.md", "text": "https://wpnews.pro/news/create-a-reasoning-focused-llm-a-practical-guide-to-streaming-curating-and-fine.txt", "jsonld": "https://wpnews.pro/news/create-a-reasoning-focused-llm-a-practical-guide-to-streaming-curating-and-fine.jsonld"}}