AINeutralarXiv – CS AI · 5h ago6/10
🧠
Leveraging Weighted Syntactic and Semantic Context Assessment Summary (wSSAS) Towards Text Categorization Using LLMs
Researchers introduce wSSAS, a deterministic framework that enhances Large Language Model text categorization by combining hierarchical classification with signal-to-noise filtering to improve accuracy and reproducibility. Testing across Google Business, Amazon Product, and Goodreads reviews demonstrates significant improvements in clustering integrity and reduced categorization entropy.
🧠 Gemini