Leveraging Weighted Syntactic and Semantic Context Assessment Summary (wSSAS) Towards Text Categorization Using LLMs

This paper introduces the Weighted Syntactic and Semantic Context Assessment Summary (wSSAS), a deterministic framework to optimize text categorization using LLMs. It addresses LLM limitations by organizing text hierarchically and employing a Signal-to-Noise Ratio (SNR) to focus on high-value semantic features.