What is disclosed
- More than 5,000 billion training tokens.
- RefinedWeb as the main dataset, published by TII as tiiuae/falcon-refinedweb.
- Additional curated corpora, not itemised.
- A published technical report, arXiv 2407.14885.
RefinedWeb in one paragraph
RefinedWeb is a large-scale web dataset that TII built and released, filtered and deduplicated rather than curated by hand from a fixed source list. It is a web corpus, which is the honest way to understand the model: it reflects the distribution of the filtered web, including its biases and its gaps.
What is not disclosed
There is no published token count per language, no breakdown of the curated corpora, and no cutoff date stated on the model card. TII also warns that although the model handles several languages, it was trained mostly on English and will not generalise well to languages outside the mix.
Related pages
Sources
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