cofe-ai / MSGLinks
Masked Structural Growth for 2x Faster Language Model Pre-training
☆25Updated last year
Alternatives and similar repositories for MSG
Users that are interested in MSG are comparing it to the libraries listed below
Sorting:
- [ICLR 2024] CLEX: Continuous Length Extrapolation for Large Language Models☆78Updated last year
- [ICML'24] The official implementation of “Rethinking Optimization and Architecture for Tiny Language Models”☆123Updated 7 months ago
- Unofficial implementation for the paper "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆169Updated last year
- Official github repo for the paper "Compression Represents Intelligence Linearly" [COLM 2024]☆141Updated 11 months ago
- ☆139Updated last year
- Positional Skip-wise Training for Efficient Context Window Extension of LLMs to Extremely Length (ICLR 2024)☆206Updated last year
- Code for paper "Patch-Level Training for Large Language Models"☆86Updated 9 months ago
- Code and Data for "Long-context LLMs Struggle with Long In-context Learning" [TMLR2025]☆106Updated 6 months ago
- [ICML'24 Oral] The official code of "DiJiang: Efficient Large Language Models through Compact Kernelization", a novel DCT-based linear at…☆102Updated last year
- Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks (EMNLP'24)☆147Updated 11 months ago
- ☆85Updated 7 months ago
- [NeurIPS 2024] Low rank memory efficient optimizer without SVD☆30Updated last month
- Code for ICLR 2025 Paper "What is Wrong with Perplexity for Long-context Language Modeling?"☆95Updated 3 weeks ago
- The source code of "Merging Experts into One: Improving Computational Efficiency of Mixture of Experts (EMNLP 2023)":☆38Updated last year
- Long Context Extension and Generalization in LLMs☆58Updated 11 months ago
- The official repo for "LLoCo: Learning Long Contexts Offline"☆118Updated last year
- ☆269Updated last year
- Implementation of NAACL 2024 Outstanding Paper "LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models"☆148Updated 5 months ago
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆54Updated 2 years ago
- ☆127Updated last year
- An Experiment on Dynamic NTK Scaling RoPE☆64Updated last year
- Homepage for ProLong (Princeton long-context language models) and paper "How to Train Long-Context Language Models (Effectively)"☆219Updated 5 months ago
- [ICLR 2024 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆91Updated 2 months ago
- Easy control for Key-Value Constrained Generative LLM Inference(https://arxiv.org/abs/2402.06262)☆63Updated last year
- ☆34Updated 2 years ago
- Official implementation of the ICML 2024 paper RoSA (Robust Adaptation)☆42Updated last year
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆100Updated last year
- ☆104Updated last month
- [ICLR2025] Codebase for "ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing", built on Megatron-LM.☆87Updated 8 months ago
- Code for paper titled "Towards the Law of Capacity Gap in Distilling Language Models"☆102Updated last year