NeMo-Aligner: Scalable Toolkit for Efficient Model Alignment

arXiv:2405.01481v1 Announce Type: new
Abstract: Aligning Large Language Models (LLMs) with human values and preferences is essential for making them helpful and safe. However, building efficient tools to perform alignment can be challenging, especially for the largest and most competent LLMs which often contain tens or hundreds of billions of parameters. We create NeMo-Aligner, a toolkit for model alignment that can efficiently scale to using hundreds of GPUs for training. NeMo-Aligner comes with highly optimized and scalable implementations for major …

alignment arxiv cs.ai cs.cl cs.lg nemo scalable toolkit type