Rethinking Optimization and Architecture for Tiny Language Models
Paper • 2402.02791 • Published • 13
Efficient Training
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Specialized Language Models with Cheap Inference from Limited Domain Data
Paper • 2402.01093 • Published • 47 -
Scavenging Hyena: Distilling Transformers into Long Convolution Models
Paper • 2401.17574 • Published • 17 -
Understanding LLMs: A Comprehensive Overview from Training to Inference
Paper • 2401.02038 • Published • 65 -
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey
Paper • 2312.00678 • Published • 2 -
TinyLlama: An Open-Source Small Language Model
Paper • 2401.02385 • Published • 95 -
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
Paper • 2401.02954 • Published • 53 -
Ziya2: Data-centric Learning is All LLMs Need
Paper • 2311.03301 • Published • 20 -
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling
Paper • 2401.16380 • Published • 51 -
Towards Optimal Learning of Language Models
Paper • 2402.17759 • Published • 18 -
GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection
Paper • 2403.03507 • Published • 189 -
Beyond Language Models: Byte Models are Digital World Simulators
Paper • 2402.19155 • Published • 53