SDS Field Extraction (Text Pipeline): leaderboard
Metric: Mean field-level accuracy (%) of structured extraction from ten industrial Safety Data Sheets (235 schema fields across ten sections, about 50,000 labeled fields) against manually validated ground truth, averaged over zero-shot, few-shot and chain-of-thought prompts, with each PDF first converted to Markdown by PyMuPDF4LLM; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 1.5 Pro | 82 |
| 2 | GPT-4o | 80 |
| 3 | Claude 3.7 Sonnet | 79 |
| 4 | Llama 3.1 70B Instruct | 69 |
Interactive version: theaggregate.ai/benchmark?slug=sds-field-extraction-text-pipeline · How It Works · Data refreshed daily, snapshot 2026-09-29.