Fine-tuned open-source models, especially Qwen3-4B, explain C compiler errors at a quality close to GPT-4.1 on expert-judged metrics.
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Narrowing the Gap: Supervised Fine-Tuning of Open-Source LLMs as a Viable Alternative to Proprietary Models for Pedagogical Tools
Fine-tuned open-source models, especially Qwen3-4B, explain C compiler errors at a quality close to GPT-4.1 on expert-judged metrics.