modelscope / modelscope/ms-swift

Support numind/NuExtract3

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enhancement
Dominant language
Python
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Description

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  • I have searched existing issues, and this is a new feature request. / 我已经搜索过现有的 issues,确认这是一个新的 Feature Request。
Feature Request Description / Feature Request 描述
Checklist / 检查清单
Feature Request Description / Feature Request 描述

Please add support for fine-tuning NuExtract3 from NuMind.

NuExtract3 is a 4B vision-language model based on Qwen3.5-4B (qwen3_5 architecture) specialized for structured information extraction and document-to-Markdown conversion. It supports text, image, and multimodal inputs, and is useful for SFT on document understanding tasks (invoices, receipts, forms, contracts, etc.).

Pull Request / Pull Request 信息

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Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Read the NuExtract3 ModelScope and Hugging Face model pages first, focusing on its qwen3_5 architecture and text, image, and multimodal inputs. Compare existing multimodal model integrations in ms-swift, then verify that fine-tuning supports NuExtract3 for structured extraction and document-to-Markdown tasks.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Quiet
Clarity
Needs clarification
Newbie friendliness
40/100

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