This is a Plain English Papers summary of a research paper called AI Beats GPT-4 in Online Research: DeepResearcher's Breakthrough. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- DeepResearcher uses reinforcement learning to train LLMs for better online research
- Builds on search capabilities of LLMs through real-world web interactions
- Achieves 40% improvement over GPT-4 on challenging research tasks
- Creates specialized models for medical, legal, and general research domains
- Demonstrates effective knowledge retrieval across multiple stages of research
Plain English Explanation
DeepResearcher tackles a fundamental problem: how to make AI better at doing research online.
Think about how you might research a complex topic. You don't just ask one question and get a perfect answer. Instead, you search, read what you find, ask new questions based on what...
