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Supervised Fine-Tuning

(2 articles)

September 7, 2025Technology

Supervised Fine-Tuning: A Guide to LLM Reasoning

Learn the complete Supervised Fine-Tuning (SFT) pipeline to enhance LLM reasoning. This guide covers the DeepSeek R1 process, from SFT to knowledge distillation.

Ning Si Ai

Supervised Fine-Tuning SFT pipeline language model fine-tuning+1 more

July 16, 2025Technology

SFT Fine-Tuning: Transform Base LLM to Chat Model (3-Stage Guide - 2025)

Master Supervised Fine-Tuning (SFT) transforming base models to chat assistants. Complete 3-stage pipeline: base → instruct → chat model. LoRA reduces cost 70%, 7B model SFT in 2-4 hours on A100 ($10-20). Alpaca vs Dolly vs Open-Orca datasets compared.

Alex

Supervised Fine-Tuning LLM fine-tuning instruction-tuned model+3 more