TLDR AI · RESEARCH & INNOVATION

EFFICIENT LANGUAGE MODEL TRAINING

arxiv.org19 min read

Summary from the TLDR AI newsletter

Inheritune is a streamlined method for developing smaller base language models from larger ones by inheriting a few transformer blocks and training on a tiny fraction (0.1%) of the original data. This approach enabled the creation of a 1.5B parameter model using only an A6000 GPU in less than half a day, achieving results that compete well against larger models trained on significantly more data.