Methods › General › Normalization › RMSNorm
Root Mean Square Layer Normalization
RMSNorm
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
RMSNorm regularizes the summed inputs to a neuron in one layer according to root mean square (RMS), giving the model re-scaling invariance property and implicit learning rate adaptation ability. RMSNorm is computationally simpler and thus more efficient than LayerNorm.
Papers archive 2025-07-28
14 shown of 14, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Pangu Light: Weight Re-Initialization for Pruning and Accelerating LLMs 26 May 2025 · 0 repositories · arXiv:2505.20155
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TokenWeave: Efficient Compute-Communication Overlap for Distributed LLM Inference 16 May 2025 · 0 repositories · arXiv:2505.11329
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Blockbuster, Part 1: Block-level AI Operator Fusion 29 Apr 2025 · 0 repositories · arXiv:2505.07829
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Geometric Interpretation of Layer Normalization and a Comparative Analysis with RMSNorm 19 Sep 2024 · 0 repositories · arXiv:2409.12951
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You can remove GPT2's LayerNorm by fine-tuning 6 Sep 2024 · 1 repository · arXiv:2409.13710
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Beat this! Accurate beat tracking without DBN postprocessing 31 Jul 2024 · 1 repository · arXiv:2407.21658
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Flash normalization: fast RMSNorm for LLMs 12 Jul 2024 · 1 repository · arXiv:2407.09577
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YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation 5 Jul 2024 · 1 repository · arXiv:2407.04822
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I-LLM: Efficient Integer-Only Inference for Fully-Quantized Low-Bit Large Language Models 28 May 2024 · 0 repositories · arXiv:2405.17849
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Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers 9 May 2024 · 2 repositories · arXiv:2405.05945
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Griffin: Mixing Gated Linear Recurrences with Local Attention for Efficient Language Models 29 Feb 2024 · 4 repositories · arXiv:2402.19427Syntology ran 0 of 10 samples · 10 unverified
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Llama 2: Open Foundation and Fine-Tuned Chat Models 18 Jul 2023 · 19 repositories · arXiv:2307.09288Syntology ran 31 of 52 samples · 21 unverified · 16 pointer-only (licence)
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Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers 24 May 2023 · 1 repository · arXiv:2305.14858Syntology ran 0 of 2 samples · 2 unverified
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Root Mean Square Layer Normalization 16 Oct 2019 · 8 repositories · arXiv:1910.07467Syntology ran 1 of 2 samples · 1 unverified
Tasks archive 2025-07-28
20 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections