Tabular data have been crucial in various fields like healthcare and finance.Integration of Large Language Models (LLMs) with tabular data is a recent development.A new method called DeLTa uses logical decision tree rules as intermediaries for tabular prediction.DeLTa improves predictive performance without the need for LLM fine-tuning, achieving state-of-the-art results in diverse tabular benchmarks.