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Add notebook to show Fineweb ensemble #536

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Description

This PR adds a notebook provides an end-to-end workflow for ensembling multiple edu classifiers, including:

  • FineWeb Mixtral Educational Classifier
  • FineWeb Nemotron-4 Educational Classifier
  • FastText OH-ELI5 (Hugging Face)

I am currently just show casing this using existing EDU classifier multiple times, but we will change that once #518 lands

@VibhuJawa VibhuJawa marked this pull request as ready for review February 10, 2025 22:48
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@sarahyurick sarahyurick left a comment

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Thanks for the quick turnaround!

"id": "9cf526dd-363f-4199-bb9d-2ea9b8897fae",
"metadata": {},
"source": [
"# Step 4: Compute the Final Ensembled Score\n",
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So a higher score is better, right? 19 is the best possible score?

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Yeah, So its a percentile based score going from 0 to 19 for each 5 percentile points. 19 being the best.

VibhuJawa and others added 4 commits February 10, 2025 15:02
…-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>
…-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>
…-classification.ipynb

Co-authored-by: Sarah Yurick <[email protected]>
Signed-off-by: Vibhu Jawa <[email protected]>
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@ryantwolf ryantwolf left a comment

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Looks good overall, just a few small comments.

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Nit: Fix typo in file name fineweb-edu-ensebmle-classification.ipynb -> `fineweb-edu-ensemble-classification.ipynb

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3 participants