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CLEAR: Concept-Learning-Enabled metacognitive intervention Framework
Invention Description Large Language Models (LLMs) have brought significant advances across various NLP tasks through few-shot or zero-shot prompting, bypassing the need for parameter tuning. Despite their success, LLM’s face issues like "hallucination" and opaque decision-making, which hinder their reliability in high-stakes applications....
Published: 12/18/2025   |   Inventor(s): Zhen Tan, Huan Liu
Keywords(s): Artificial Intelligence, Data Mining, Large Language Models, Machine Learning, Natural Language Processing
Category(s): Artificial Intelligence/Machine Learning, Computing & Information Technology, Educational, Intelligence & Security, Physical Science