Battle Of The Large Language Models: Dolly Vs Llama Vs Vicuna Vs Guanaco Vs Bard Vs Chatgpt -- A Text-to-sql Parsing Comparison

Abstract

The success of ChatGPT has ignited an AI race, with researchers striving to develop new large language models (LLMs) that can match or surpass the language understanding and generation abilities of commercial ones. In recent times, a number of models have emerged, claiming performance near that of GPT-3.5 or GPT-4 through various instruction-tuning methods. As practitioners of Text-to-SQL parsing,