---
title: README
emoji: 👀
colorFrom: gray
colorTo: blue
sdk: static
pinned: true
thumbnail: >-
  https://cdn-uploads.huggingface.co/production/uploads/61c40eeb727d1257bf3cf5ba/2U1E0gmfmqa8MacXVuz-h.jpeg
short_description: Synthetic Pre-Training Scale Instruction-Tuning Data
license: mit
---

![FineInstructionsCoverImage](https://cdn-uploads.huggingface.co/production/uploads/61c40eeb727d1257bf3cf5ba/jSiXJ8FaogflCSRt_YirX.png)

**✨ Paper:** https://arxiv.org/abs/2601.22146

**✨ Code:** *Coming soon*

**✨ Datasets:**
- ~18M FineTemplates (instruction templates created from real user queries): https://huggingface.co/datasets/fineinstructions/finetemplates
- ~1B+ FineInstructions generated on Nemotron-CC corpus (300B tokens): https://huggingface.co/datasets/fineinstructions/fineinstructions_nemotron

**✨ Models:**
1. Query Genericizer (Query ⇒ Instruction Template): https://huggingface.co/fineinstructions/query_templatizer
2. Document ⇔ Template Matching / Retrieval Embedding: https://huggingface.co/fineinstructions/instruction_template_retrieval_embedding
3. Template Instantiator (Document + Template ⇒ Synthetic Instruction-Answer Pair): https://huggingface.co/fineinstructions/template_instantiator

**✨ Citation:**
```
@article{patel2026fineinstructions,
  title={FineInstructions: Scaling Synthetic Instructions to Pre-Training Scale},
  author={Patel, Ajay and Raffel, Colin and Callison-Burch, Chris},
  journal={arXiv preprint arXiv:2601.22146},
  year={2026},
  archivePrefix={arXiv},
  primaryClass={cs.CL},
  doi={10.48550/arXiv.2601.22146}
}
```

**✨ Built with DataDreamer:** http://datadreamer.dev/

**✨ FineInstructions Pipeline:**


![FineInstructionsPipeline](https://cdn-uploads.huggingface.co/production/uploads/61c40eeb727d1257bf3cf5ba/WktG40QHeHdM3_YIbuE17.png)