Creating and refining prompts with limited examples for large language models in Amazon Bedrock | AWS Machine Learning Blog

Introduction to Company Earnings Calls

Company earnings calls are crucial events that provide transparency into a company’s financial health and prospects, disclosing vital information such as revenue, net income, and future guidance.

Impact on Capital Markets

Earnings calls significantly influence stock prices, as investors and analysts closely monitor key metrics like revenue growth, profit margins, and projections to evaluate performance against peers and industry trends.

Role of Generative AI

Generative AI models can streamline the process of creating earnings call scripts by learning templates from past data, allowing for the efficient generation of coherent scripts tailored to specific financial performance and business highlights.

Methodologies for Script Generation

The post presents two methodologies—few-shot learning and fine-tuning—to generate earnings call scripts using Large Language Models (LLMs), assessing the comprehensiveness, style, and cost effectiveness of each approach.