Nowadays, the potential and challenges of Large Language Models like ChatGPT are extremely high, however, these models face difficulties when it comes to extracting information from unstructured data because of their limited comprehension of graphical layouts. In the video, we discuss limitations, including the need for careful prompt engineering, inconsistency, the huge waste of computational resources, andCognaize Intelligent Document Processing Solution to face the three major issues of Large Language Modeling:
High demand for resources: LLMs, such as ChatGPT, require significant computational resources to train and operate effectively.
High inconsistency: LLMs can produce inconsistent outputs in certain scenarios.
Integration complexity: Integrating LLMs into existing systems or workflows can be a complex process.