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This study proposes an integrated framework using domain-specific LLMs for intelligent identification and repair of design defects in BIM, achieving 85% accuracy and 94% reasonable repair suggestions with effective hallucination control.
DR³-Eval is a benchmark for evaluating deep research agents on multimodal, multi-file report generation with a realistic web environment simulation and comprehensive evaluation framework measuring information recall, factual accuracy, citation coverage, instruction following, and depth quality.