Ishigaki-IDS-Bench - Content Compliance: leaderboard
Metric: Content pass rate (%): share of examples whose output passes IDSAuditTool checks of the IDS standard and IFC vocabulary constraints, on Ishigaki-IDS-Bench, 166 expert-authored examples (83 practical BIM information-requirement scenarios in Japanese and English, CSV or natural-language input, single- or multi-turn) whose output must be an IDS 1.0 XML file matching a gold IDS, zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.5 | 33.1 |
| 2 | GPT-5.5 (xHigh) | 27.7 |
| 3 | Gemini 3.1 Pro (Preview) | 25.9 |
| 4 | Kimi K2.6 | 22.3 |
| 5 | Qwen 3.5 397B A17B | 19.3 |
| 6 | DeepSeek V4 Pro | 16.3 |
| 7 | Qwen 3 8B | 15.7 |
| 8 | Qwen 3 14B | 13.9 |
| 9 | Qwen 3 32B | 10.2 |
Interactive version: theaggregate.ai/benchmark?slug=ishigaki-ids-bench-content-compliance · How It Works · Data refreshed daily, snapshot 2026-10-07.