Part 4/10:
Imagine trying to understand the essence of a movie by viewing only individual still frames—it’s nearly impossible to grasp the full narrative. This analogy highlights the current inadequacies of AI language models, which process text without a comprehensive understanding of overarching concepts.
Enter Large Concept Models (LCMs)
Large Concept Models aim to shift the focal point of AI language processing from individual words to broader concepts. A concept, in this context, encapsulates the fundamental building blocks of an idea, transcending mere word associations. By processing the underlying concepts in text, LCMs can better reason, generate language, and deliver outputs that resonate with genuine understanding.