Gabriel MartΓ­n BlΓ‘zquez's picture

Gabriel MartΓ­n BlΓ‘zquez

gabrielmbmb

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reacted to anton-l's post with πŸš€ 4 days ago
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1964
Introducing πŸ“π…π’π§πžπŒπšπ­π‘: the best public math pre-training dataset with 50B+ tokens!
HuggingFaceTB/finemath

Math remains challenging for LLMs and by training on FineMath we see considerable gains over other math datasets, especially on GSM8K and MATH.

We build the dataset by:
πŸ› οΈ carefully extracting math data from Common Crawl;
πŸ”Ž iteratively filtering and recalling high quality math pages using a classifier trained on synthetic annotations to identify math reasoning and deduction.

We conducted a series of ablations comparing the performance of Llama-3.2-3B-Base after continued pre-training on FineMath and observe notable gains compared to the baseline model and other public math datasets.

We hope this helps advance the performance of LLMs on math and reasoning! πŸš€
We’re also releasing all the ablation models as well as the evaluation code.

HuggingFaceTB/finemath-6763fb8f71b6439b653482c2
reacted to burtenshaw's post with πŸ€—β€οΈ 6 days ago
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2540
People are flexing their end of year stats, so I made this app to show hub stats in a tidy design!

Thanks @Ameeeee and @jfcalvo for the feature from Argilla!
burtenshaw/recap
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updated a Space 9 days ago