# Neural Metrics · Straight at the task: pull the right fields out.
A key-information-extraction set aimed squarely at the core job - given a document, return the specific values that matter.
**We use it for:** benchmarking field-level precision and recall - measuring how often we hallucinate a plausible-but-absent value.
> ### Attribution
> This is an **unmodified fork** of [`nanonets/key_information_extraction`](https://huggingface.co/datasets/nanonets/key_information_extraction), 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/nanonets/key_information_extraction).
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