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Joseph Jennings

2 accepted papers

2025

Nemotron-CC: Transforming Common Crawl into a Refined Long-Horizon Pretraining Dataset

ACL 2025long

Recent English Common Crawl datasets like FineWeb-Edu and DCLM achieved significant benchmark gains via aggressive model-based filtering, but at the cost of removing 90% of data. This limits their suitability for long token horizon training, such as 15T tokens for Llama 3.1. In this paper, we show h…

2024

Data, Data Everywhere: A Guide for Pretraining Dataset Construction

EMNLP 2024main

The impressive capabilities of recent language models can be largely attributed to the multi-trillion token pretraining datasets that they are trained on. However, model developers fail to disclose their construction methodology which has lead to a lack of open information on how to develop effectiv…

Cited by 6SourcePDFScholar