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---
license: other
pretty_name: "GLAM Extraction Benchmark — POC (silver)"
tags: [glam, structured-extraction, benchmark, ocr, index-cards, forms, poc, silver]
size_categories: [n<1K]
---
# GLAM Extraction Benchmark — POC (silver)
A proof-of-concept for an open **GLAM document-extraction benchmark** (index cards + registration forms). Each item = a card/form **image** + a target **JSON Schema** + a target output JSON.
> **Silver labels, not a finished benchmark.** Outputs are NuExtract-3 zero-shot, reviewed/corrected by one LLM reviewer agent — **not human-verified**. NuExtract is therefore advantaged. Treat scores as illustrative; this exists to show the *shape* and seed a real, human-verified version.
Leaderboard demo: https://huggingface.co/spaces/davanstrien/glam-extract-leaderboard · Code: https://github.com/davanstrien/glam-extract-bench
## Columns
`image · card_type · source · license · source_url · target_schema (JSON Schema) ·
target_schema_nuextract · silver_nuextract · silver_gold · gold_status · item_quality ·
schema_verdict · output_accuracy · uncertain_fields · review_notes`
## Source licenses (checked 2026-06-29)
| source | license |
|---|---|
| `biglam/bpl-card-catalog` (BPL bibliographic) | **CC0-1.0** |
| `biglam/rubenstein-manuscript-catalog` | **CC0-1.0** |
| `biglam/index-cards-parisian-parliamentarians` | **CC-BY-4.0** (attribute) |
| Library of Congress copyright forms | **public domain** |
| `biglam/index-cards-{peabody-newspaper, navy-nurse-corps, harvard-botany-metropolitan-flora, cas-galapagos-stewart-specimens, southborough-vital-records}` | **`other`** (see source) |
## Scope & status
Typed core (LoC forms ×2, BPL ×2, Rubenstein, Peabody, Parisian, Southborough) = good/usable.
Problematic (Navy Nurse = multi-card scan; 2 handwritten specimens) = kept but flagged.