In addition, the blog post shares insights on a comparison between fine-tuning and retrieval in LLMs, stating that retrieval (RAG) consistently outperforms fine-tuning for both existing and new knowledge. It also highlights the importance of repetition in training to improve LLMs' knowledge absorption. The post concludes with a recommendation for a book titled "This Is How They Tell Me the World Ends: The Cyberweapons Arms Race", which the author considers one of the best in the space.
Key takeaways:
- AI Officer is a new high-paying job in corporate America, with salaries over $1 million.
- Enterprises are increasingly using open source Large Language Models (LLMs), with 16 examples provided.
- Research suggests that the Retrieval Augmented Generation (RAG) method outperforms unsupervised fine-tuning in teaching new factual information to LLMs.
- The book 'This Is How They Tell Me the World Ends: The Cyberweapons Arms Race' is highly recommended for those interested in the field.