#developer-tools2 articles

2 articles

AIBullisharXiv – CS AI · 4h ago6

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LIA: Supervised Fine-Tuning of Large Language Models for Automatic Issue Assignment

Researchers developed LIA, a supervised fine-tuning approach using DeepSeek-R1-Distill-Llama-8B to automatically assign software issues to developers. The system achieved up to 187.8% improvement over the base model and 211.2% better performance than existing methods in developer recommendation accuracy.

AINeutralarXiv – CS AI · 4h ago0

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User Misconceptions of LLM-Based Conversational Programming Assistants

Researchers analyzed user misconceptions about LLM-based programming assistants like ChatGPT, finding users often have misplaced expectations about web access, code execution, and debugging capabilities. The study examined Python programming conversations from WildChat dataset and identified the need for clearer communication of tool capabilities to prevent over-reliance and unproductive practices.