Beyond the Context Window: A New Approach to Summarizing Big Data

Image Source: Google Nano BananaTL;DR LLMs struggle to summarize the thousands of reviews for a single product because of context window limits and conflicting opinions. The proposed solution, XL-OPSUMM, is a scalable framework that summarizes reviews incrementally (in chunks) to overcome these limits. Its key innovation is the Aspect Dictionary — a numerical scorecard that tracks the exact count…

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