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README.md
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@@ -210,7 +210,7 @@ Analysis revealed that FineWeb's C4 filter removes pages containing '{' characte
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### Phase 3: Refined quality assessment
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The expanded corpus underwent a more fine-grained quality evaluation:
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Once again, we used LLama-3.1-70B-Instruct to score a sample of newly extracted pages on a 5-point scale (full prompt available in [here](prompt.txt)):
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We finetuned a new [classifier](https://huggingface.co/HuggingFaceTB/finemath-classifier) on these annotations and scored the entire corpus.
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After leaving only pages with a score of 3 or higher, and deduplicating the samples using simple single-band MinHash-LSH, we obtained FineMath-3+ with 34B tokens.
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### Phase 3: Refined quality assessment
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The expanded corpus underwent a more fine-grained quality evaluation:
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+
Once again, we used LLama-3.1-70B-Instruct to score a sample of newly extracted pages on a 5-point scale (full prompt available in [here](assets/prompt.txt)):
|
214 |
We finetuned a new [classifier](https://huggingface.co/HuggingFaceTB/finemath-classifier) on these annotations and scored the entire corpus.
|
215 |
After leaving only pages with a score of 3 or higher, and deduplicating the samples using simple single-band MinHash-LSH, we obtained FineMath-3+ with 34B tokens.
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216 |
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