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The Differences Between Deep Research, Deep Research, and Deep Research
Dive into the world of AI engineering with this exploration of Deep Research in report generation. Learn how LLM-as-a-judge systems, machine learning, and ev...
Rather than a single-pass process, they introduced structural patterns like reflexion ( Shinn et al, 2023) and self-reflection, where the LLM reviews and refines its own output. Google’s Gemini and Perplexity’s chat assistants also offer “Deep Research” features, but neither has published any literature on how they optimized their models or systems for the task or any substaintial quantitative evaluations. The vertical axis measures the depth of research, defined by how many iterative cycles a service performs to gather additional information based on prior findings.
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