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The ROOTS Search Tool: Data Transparency for LLMs

Authors :
Piktus, Aleksandra
Akiki, Christopher
Villegas, Paulo
Laurençon, Hugo
Dupont, Gérard
Luccioni, Alexandra Sasha
Jernite, Yacine
Rogers, Anna
Publication Year :
2023

Abstract

ROOTS is a 1.6TB multilingual text corpus developed for the training of BLOOM, currently the largest language model explicitly accompanied by commensurate data governance efforts. In continuation of these efforts, we present the ROOTS Search Tool: a search engine over the entire ROOTS corpus offering both fuzzy and exact search capabilities. ROOTS is the largest corpus to date that can be investigated this way. The ROOTS Search Tool is open-sourced and available on Hugging Face Spaces. We describe our implementation and the possible use cases of our tool.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2302.14035
Document Type :
Working Paper