# How we leveraged distilabel to create an Argilla 2.0 Chatbot

DevFeed: [How we leveraged distilabel to create an Argilla 2.0 Chatbot](<https://devfeed.tech/articles/how-we-leveraged-distilabel-to-create-an-argilla-2-0-chatbot-7101.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/argilla-chatbot>)

Author: Agustín Piqueres Lajarín; Gabriel Martín Blázquez; Sara Han Díaz; Omar Sanseviero; Daniel Vila

Published: 2024-07-16T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [argilla](<https://devfeed.tech/topics/argilla.md>), [Chat Bot](<https://devfeed.tech/topics/chatbot.md>), [distilabel](<https://devfeed.tech/topics/distilabel.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [LangChain](<https://devfeed.tech/topics/langchain.md>), [Markdown](<https://devfeed.tech/topics/markdown.md>), [Python](<https://devfeed.tech/topics/python.md>), [dataset](<https://devfeed.tech/topics/dataset.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [apps](<https://devfeed.tech/tags/apps.md>), [argilla](<https://devfeed.tech/tags/argilla.md>), [chat](<https://devfeed.tech/tags/chat.md>), [data](<https://devfeed.tech/tags/data.md>), [dataset](<https://devfeed.tech/tags/dataset.md>), [distilabel](<https://devfeed.tech/tags/distilabel.md>), [docs](<https://devfeed.tech/tags/docs.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [embedding](<https://devfeed.tech/tags/embedding.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [github](<https://devfeed.tech/tags/github.md>), [guide](<https://devfeed.tech/tags/guide.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [langchain](<https://devfeed.tech/tags/langchain.md>), [libraries](<https://devfeed.tech/tags/libraries.md>), [markdown](<https://devfeed.tech/tags/markdown.md>), [nlp](<https://devfeed.tech/tags/nlp.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [python](<https://devfeed.tech/tags/python.md>), [rag](<https://devfeed.tech/tags/rag.md>), [spaces](<https://devfeed.tech/tags/spaces.md>), [synthetic](<https://devfeed.tech/tags/synthetic.md>)

## AI overview

A tutorial on building a Chatbot for Argilla 2.0 that answers questions about technical documentation. It uses distilabel to create a synthetic dataset, fine-tunes a domain-specific embedding model, stores documentation in a vector database for retrieval, and deploys the Chatbot to a Hugging Face Space for interaction and continuous evaluation.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.