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oi-OCR
oi-uae/oi-OCR
oi-OCR is a machine learning model from oi-uae. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
oi-OCR is Open Innovation AI's document-parsing tool. It extracts structured Markdown, layout, tables, and chart data from PDFs for downstream RAG ingestion, agentic workflows, and document understanding tasks.
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Updated May 13, 2026
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At a glance
- License
- apache-2.0
- Access
- Public
- Created
- May 12, 2026
- Updated
- May 13, 2026
- SHA
- 98c1b3e3
Model card
From the Hugging Face model README
oi-OCR
oi-OCR is Open Innovation AI's document-parsing tool. It extracts structured Markdown, layout, tables, and chart data from PDFs for downstream RAG ingestion, agentic workflows, and document understanding tasks.
ParseBench Results (April 2026)
| Dimension | Score | Rank on the public leaderboard |
|---|---|---|
| Charts | 78.48 | #1 of 47 |
| Tables | 87.06 | #9 |
| Content Faithfulness | 87.24 | #18 |
| Semantic Formatting | 65.65 | #6 |
| Visual Grounding | 68.71 | #6 (tied with Reducto) |
| Overall (mean of 5) | 77.43 | #2 of 47 |
Evaluated on the full ParseBench-Full suite — 2,037 single-page PDFs across chart, layout, table, and text groups.
oi-OCR is #1 on the Charts dimension — ahead of LlamaParse Agentic (78.11), Reducto Agentic (73.40), Google Gemini 3 Flash Thinking High (64.79), Anthropic Opus 4.7 (55.84), and OpenAI GPT-5.5 Reasoning Medium (65.53).
On Overall, only LlamaParse Agentic ranks higher.
Structured eval data: .eval_results/parsebench.yaml.
Evaluation methodology
- Benchmark: ParseBench-Full — 2,037 single-page PDFs from real enterprise documents (insurance, finance, government, scientific, etc.)
- Evaluator: official
parse-benchCLI - Scoring mode: rule-only (
LLAMACLOUD_BENCH_LLM_NORMALIZATION=off) — stricter than the leaderboard's default judge mode.
Public leaderboard
Full benchmark comparison across all 47 entries: parsebench.ai
About
Open Innovation AI builds enterprise AI tools for the GCC and beyond, with first-class English and Arabic document support.
- License
- apache-2.0
- Languages
- en, ar
- Created
- May 12, 2026
- Updated
- May 13, 2026