---
dataset_info:
  config_name: funsd
  features:
  - name: id
    dtype: string
  - name: tokens
    sequence: string
  - name: bboxes
    sequence:
      sequence: int64
  - name: ner_tags
    sequence:
      class_label:
        names:
          '0': O
          '1': B-HEADER
          '2': I-HEADER
          '3': B-QUESTION
          '4': I-QUESTION
          '5': B-ANSWER
          '6': I-ANSWER
  - name: image
    dtype: image
  splits:
  - name: train
    num_bytes: 27288633.0
    num_examples: 149
  - name: test
    num_bytes: 9931720.0
    num_examples: 50
  download_size: 35837449
  dataset_size: 37220353.0
configs:
- config_name: funsd
  data_files:
  - split: train
    path: funsd/train-*
  - split: test
    path: funsd/test-*
  default: true
---
<div align="center">

# Neural Metrics · Noisy scanned forms with key-value ground truth.

<img src="https://img.shields.io/badge/Neural%20Metrics-document%20extraction-4F46E5?style=for-the-badge" alt="Neural Metrics" />
<img src="https://img.shields.io/badge/fork%20of-nielsr%2Ffunsd--layoutlmv3-2563EB?style=flat-square" alt="fork" />

</div>

FUNSD is a small, deliberately grubby set of scanned forms annotated with entities and the links between them. It is the classic sanity check for form understanding.

**We use it for:** key-value pair extraction - entity linking on forms - checking that a model degrades gracefully on genuinely bad scans.

> ### Attribution
> This is an **unmodified fork** of [`nielsr/funsd-layoutlmv3`](https://huggingface.co/datasets/nielsr/funsd-layoutlmv3), created by the [Qwen team](https://huggingface.co/Qwen).
> All weights, files and behaviour are identical to upstream — we rehost it so our experiments stay
> reproducible and version-pinned. The original license and all credit remain with the Qwen team.
> If you want the canonical dataset, please use [the original](https://huggingface.co/datasets/nielsr/funsd-layoutlmv3).

---

<details>
<summary><b>Original dataset card from nielsr/funsd-layoutlmv3</b> (click to expand)</summary>



</details>