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| <html><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1"> | |
| <title>Providus AI</title><style> | |
| body{font-family:ui-sans-serif,system-ui,-apple-system,Segoe UI,sans-serif;max-width:760px;margin:0 auto;padding:16px;line-height:1.55;color:#111827;background:#fff} | |
| h1{font-size:1.6rem;margin:.2rem 0 .6rem}h2{font-size:1.15rem;margin:1.4rem 0 .5rem} | |
| table{border-collapse:collapse;width:100%;font-size:.92rem}th,td{border-bottom:1px solid #e5e7eb;padding:6px 8px;text-align:left;vertical-align:top} | |
| pre{background:rgba(127,127,127,.16);color:inherit;padding:10px 12px;border-radius:8px;white-space:pre-wrap;overflow-wrap:anywhere;font-size:.85rem}code{font-size:.88em;color:inherit;background:none} | |
| a{color:#2563eb;text-decoration:none}a:hover{text-decoration:underline} | |
| @media (prefers-color-scheme:dark){body{background:#0b0f19;color:#e5e7eb}th,td{border-color:#1f2937}a{color:#60a5fa}} | |
| </style></head><body><h1>Providus AI</h1> | |
| <p>We build document AI that runs where your documents live: on your own servers or in our cloud. | |
| Our open models read document pages (text, headings, tables and charts) and turn them into clean Markdown.</p> | |
| <h2>providus-vl-mini</h2> | |
| <p>An open-weight document parsing model, a fine-tune of MinerU2.5-Pro by OpenDataLab (Apache-2.0).</p> | |
| <ul> | |
| <li><strong>78.96 ± 0.04 on ParseBench</strong> (mean of 4 full runs). On ParseBench's leaderboard (b9ba246, 2026-10-12) it would place first among open-weight models.</li> | |
| <li><strong>Zero per-page fees:</strong> providus-vl-mini is free to use under Apache-2.0. Your only cost is your own hardware.</li> | |
| </ul> | |
| <table> | |
| <thead> | |
| <tr> | |
| <th>Repo</th> | |
| <th>What it is</th> | |
| </tr> | |
| </thead> | |
| <tbody> | |
| <tr> | |
| <td><a href="https://huggingface.co/ProvidusAI/providus-vl-mini">providus-vl-mini</a></td> | |
| <td>The full model, for vLLM on a GPU server (access approved automatically)</td> | |
| </tr> | |
| <tr> | |
| <td><a href="https://huggingface.co/ProvidusAI/providus-vl-mini-GGUF">providus-vl-mini-GGUF</a></td> | |
| <td>One file for LM Studio, llama.cpp and Ollama (open, no login)</td> | |
| </tr> | |
| <tr> | |
| <td><a href="https://github.com/ProvidusAI/providus-parse-tools">providus-parse-tools</a></td> | |
| <td>The pipeline that turns pages into Markdown (<code>pip install providus-parse-tools</code>)</td> | |
| </tr> | |
| </tbody> | |
| </table> | |
| <h2>Try it on your laptop (LM Studio)</h2> | |
| <pre><code>lms get https://huggingface.co/ProvidusAI/providus-vl-mini-GGUF | |
| lms load providus-vl-mini --context-length 8192 --identifier providus-vl-mini | |
| lms server start | |
| pip install providus-parse-tools==1.0.0 | |
| </code></pre> | |
| <p>Then point the pipeline at <code>http://127.0.0.1:1234</code>. The model card has the full steps for LM Studio, llama.cpp and Ollama.</p> | |
| <p>If you like our work, please follow us here, like the models and star the repo on GitHub.</p> | |
| <p><a href="https://providus.ai">providus.ai</a> · <a href="https://github.com/ProvidusAI">GitHub</a></p></body></html> |