# Conversational Data Exploration: A Game-Changer for Designing Data Science Pipelines

arXiv: https://arxiv.org/abs/2311.06695 · HTML: https://mlsanity.com/paper/2311.06695/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 3 of its 24 references that are in the map.
- First posted on arXiv 12 Nov 2023.

## Builds on (most cited first, 3 of 3)

- [ParlAI: A Dialog Research Software Platform](https://mlsanity.com/paper/1705.06476/) (2017)
- [How do you Converse with an Analytical Chatbot? Revisiting Gricean Maxims for Designing Analytical Conversational Behavior](https://mlsanity.com/paper/2203.08420/) (2022)
- [DBPal: Weak Supervision for Learning a Natural Language Interface to Databases](https://mlsanity.com/paper/1909.06182/) (2019)

## Abstract (arXiv)

This paper proposes a conversational approach implemented by the system Chatin for driving an intuitive data exploration experience. Our work aims to unlock the full potential of data analytics and artificial intelligence with a new generation of data science solutions. Chatin is a cutting-edge tool that democratises access to AI-driven solutions, empowering non-technical users from various disciplines to explore data and extract knowledge from it.