... In this paper, we attempt to benchmark recent Large Language Models (LLMs), such as OpenAI's GPT, on entity-specific text classification tasks. We illustrate their performance in two distinct applications. First, we demonstrate that LLMs can identify asset-specific sentiments in Wall Street Journal (WSJ...