Haiku to Opus in Just 10 bits: LLMs Unlock Massive Compression Gains

1. 1Apply domain-adapted LoRA adapters to improve LLM-based arithmetic coding for lossless compression
2. 2Use prompting to generate succinct rewrites for lossy compression
3. 3Combine prompting with arithmetic coding to achieve high compression ratios
4. 4Evaluate the compression-compute frontier to balance compression and computational costs

AI engineers and researchers on a team benefit from this knowledge as it improves LLM-based compression, while product managers can apply these findings to optimize storage and transmission of LLM-generated text

💡 LLMs can achieve significant compression gains through targeted adaptations and prompting techniques

💡 LLMs unlock massive compression gains with domain-adapted LoRA adapters and prompting!