Presents Ishigaki-IDS-Bench, the first benchmark for LLM-based IDS generation from BIM requirements, with baseline results showing max 65.6% Facet F1 and 33.1% content pass rate across 10 models.
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cs.CL 2years
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UNVERDICTED 2representative citing papers
Ishigaki-IDS is a verifier-aware LLM for generating validator-passing IDS files in BIM, reaching IDSAuditPass scores of 0.651-0.753 on a 166-case benchmark and cutting practitioner work time by 54.7%.
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Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
Presents Ishigaki-IDS-Bench, the first benchmark for LLM-based IDS generation from BIM requirements, with baseline results showing max 65.6% Facet F1 and 33.1% content pass rate across 10 models.
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Ishigaki-IDS: An Open-Weight Verifier-Aware Model for Information Delivery Specification Drafting in Building Information Modeling
Ishigaki-IDS is a verifier-aware LLM for generating validator-passing IDS files in BIM, reaching IDSAuditPass scores of 0.651-0.753 on a 166-case benchmark and cutting practitioner work time by 54.7%.