Overcoming LLMs’ Analytic Limitations Through Suitable Integrations

LLMs struggle with data analysis, particularly for big data, due to their limited context window and the precision of statistical counts and metrics, which doesn’t align with LLMs’ generative and stochastic style. The right integration can solve this issue.

An idea of Text Analysis. Created by Dolly.

Introduction

Despite their significant power and remarkable potential to become our only go-to solution for many of our AI and data-related problems in the near future, LLMs struggle with data analysis, particularly for …

analysis big big data context context window data data analysis dolly exploratory-data-analysis generative integration integrations issue limitations llm llms metrics nlp power precision solve statistical stochastic struggle style text through