DeepAnalyze

About

Authors: Shaolei Zhang, Ju Fan, Meihao Fan, Guoliang Li, Xiaoyong Du > Renmin University of China, Tsinghua University

DeepAnalyze is the first agentic LLM for autonomous data science. It can autonomously complete a wide range of data-centric tasks without human intervention, supporting:

DeepPrep is an LLM-powered agentic system for autonomous data preparation. It constructs data-preparation pipelines through execution-grounded interaction with intermediate table states and runtime feedback, helping clean, transform, and standardize raw data before downstream analysis.

CoDA-Bench evaluates agents in a Linux sandbox with hundreds of data files. Given a natural-language question, an agent…