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fineweb

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A 66M parameter decoder-only transformer language model implemented from scratch in PyTorch. Features a custom SentencePiece tokenizer, RoPE positional embeddings, SwiGLU feed-forward network, per-layer KV cache for efficient autoregressive inference, and a Svelte-based streaming chat interface.

  • Updated May 13, 2026
  • Python

Do quality filters pull benchmark questions into pretraining corpora? Injects MMLU, GSM8K, GPQA, ARC, HellaSwag, PIQA and TruthfulQA items into a corpus and ranks them with six quality classifiers, including DCLM, FineWeb-Edu and Gaperon.

  • Updated Aug 19, 2026
  • Python

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