SGPT
SGPT stands for Self-Generated Pre-training Transformer. It is a novel approach to pre-training large language models that aims to reduce the reliance on massive, human-curated datasets. Instead of using existing text corpora, SGPT proposes a method where the model itself generates the pre-training data. This is typically achieved by having a smaller, pre-trained model generate text and then using that generated text as input for training a larger model.
The core idea behind SGPT is to leverage the emergent capabilities of language models to create their
The process often involves a distillation-like approach. A teacher model, which is already proficient, creates a
SGPT research explores various strategies for data generation and model training to optimize performance and efficiency.