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Training optimization

updated 18 days ago
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  • The Curse of Depth in Large Language Models

    Paper • 2502.05795 • Published Feb 9 • 40

  • Transformers without Normalization

    Paper • 2503.10622 • Published Mar 13 • 171

  • Parallel Scaling Law for Language Models

    Paper • 2505.10475 • Published May 15 • 83

  • Learning to Skip the Middle Layers of Transformers

    Paper • 2506.21103 • Published Jun 26 • 18

  • FineWeb2: One Pipeline to Scale Them All -- Adapting Pre-Training Data Processing to Every Language

    Paper • 2506.20920 • Published Jun 26 • 75

  • All is Not Lost: LLM Recovery without Checkpoints

    Paper • 2506.15461 • Published Jun 18 • 37

  • TiKMiX: Take Data Influence into Dynamic Mixture for Language Model Pre-training

    Paper • 2508.17677 • Published Aug 25 • 14

  • Superpositional Gradient Descent: Harnessing Quantum Principles for Model Training

    Paper • 2511.01918 • Published Nov 1 • 11

  • Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance

    Paper • 2511.13254 • Published 19 days ago • 134
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