---
license: odc-by
pretty_name: Sysreq's Parameter Golf FineWeb Export
---

# Parameter Golf: Alternative Token Vocabularies

This repository hosts alternative tokenizer vocabularies and matched export artifacts designed for the Parameter Golf challenge. These are experimental variants created to test how different tokenization strategies and vocabulary sizes impact model performance and parameter efficiency.

This work builds directly upon the primary [**Parameter Golf FineWeb Export**](https://huggingface.co/datasets/willdepueoai/parameter-golf) by [Will DePue (OpenAI)](https://huggingface.co/willdepueoai). The data herein is derived from the same 30B subset pulled from the 100B `HuggingFaceFW/fineweb` cut used for the baseline parameter-golf experiments. 

### Repository Contents
* Alternative tokenizer artifacts under `datasets/tokenizers/`
* Corresponding pretokenized training and validation shards under `datasets/datasets/`
* The export manifest at `datasets/manifest.json`
* Selected-document metadata at `datasets/docs_selected.jsonl`

### License
This dataset is made available under the Open Data Commons Attribution License (ODC-By) v1.0, consistent with the upstream FineWeb dataset license and the primary Parameter Golf export.

The upstream FineWeb dataset card states that FineWeb is released under ODC-By v1.0. Use of this derived dataset is also subject to the Common Crawl Terms of Use referenced by FineWeb.

### Upstream References
* **FineWeb dataset:** [https://huggingface.co/datasets/HuggingFaceFW/fineweb](https://huggingface.co/datasets/HuggingFaceFW/fineweb)
* **ODC-By v1.0:** [https://opendatacommons.org/licenses/by/1-0/](https://opendatacommons.org/licenses/by/1-0/)
* **Common Crawl Terms of Use:** [https://commoncrawl.org/terms-of-use](https://commoncrawl.org/terms-of-use)
* **Primary Parameter Golf Export:** [https://huggingface.co/datasets/willdepueoai/parameter-golf](https://huggingface.co/datasets/willdepueoai/parameter-golf)

### Attribution
Please attribute the upstream FineWeb dataset, the original Parameter Golf export maintainers, and this derived experimental export when redistributing or using these artifacts.