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LLMs generate UML diagrams from code to answer developer queries

Researchers have developed Query2Diagram, a novel method for generating UML diagrams that specifically address developer queries about codebases. This approach utilizes Large Language Models (LLMs), fine-tuned on a custom dataset, to create semantically focused diagrams that include only relevant elements and contextual descriptions. The system aims to overcome the limitations of traditional reverse engineering tools that produce overly detailed and uncontextualized diagrams. Evaluations show that Query2Diagram significantly improves diagram quality, reducing defects and enhancing semantic relevance compared to existing LLMs. AI

IMPACT Enables on-demand, context-aware code documentation, potentially streamlining developer workflows and improving system understanding.

RANK_REASON Academic paper introducing a new method for code documentation generation.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

LLMs generate UML diagrams from code to answer developer queries

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Academic paper introducing a new method for code documentation generation.
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159 days old
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Oleg Baryshnikov (HSE University), Anton M. Alekseev (St. Petersburg Department of Steklov Mathematical Institute, RAS, St. Petersburg State University), Sergey I. Nikolenko (St. Petersburg Department of Steklov Mathematical Institute, RAS, St. Petersburg ·

    Query2Diagram: Answering Developer Queries with UML Diagrams

    arXiv:2604.23816v1 Announce Type: cross Abstract: Software documentation frequently becomes outdated or fails to exist entirely, yet developers need focused views of their codebase to understand complex systems. While automated reverse engineering tools can generate UML diagrams …