Header shape illustration 1Header shape illustration 2
Back

REDFM: a Filtered and Multilingual Relation Extraction Dataset

Pere-Lluís Huguet Cabot, Simone Tedeschi, Axel-Cyrille Ngonga Ngomo, Roberto Navigli

Abstract

Relation Extraction (RE) is a task that identifies relationships between entities in a text, enabling the acquisition of relational facts and bridging the gap between natural language and structured knowledge. However, current RE models often rely on small datasets with low coverage of relation types, particularly when working with languages other than English.In this paper, we address the above issue and provide two new resources that enable the training and evaluation of multilingual RE systems. First, we present SREDFM, an automatically annotated dataset covering 18 languages, 400 relation types, 13 entity types, totaling more than 40 million triplet instances. Second, we propose REDFM, a smaller, human-revised dataset for seven languages that allows for the evaluation of multilingual RE systems. To demonstrate the utility of these novel datasets, we experiment with the first end-to-end multilingual RE model, mREBEL, that extracts triplets, including entity types, in multiple languages. We release our resources and model checkpoints at https://www.github.com/babelscape/rebel.

July 2023, Association for Computational Linguistics

Your privacy choices

Save and continue
Sign up!
The best way to get the latest news from Babelscape and the NLP world!
This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
Thank you for subscribing!
You’ve been added to our mailing list, and you’ll receive our next newsletter to stay updated on the latest news from the NLP world!
Something went wrong
We are sorry, your request cannot be processed right now.
Please wait a bit and try again.
Unsubscribe
We're sorry to see you go. Please enter your email address to complete the unsubscription process.
You'll receive an email confirmation shortly.
This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
Check your email
We have sent you a link to your email to complete the unsubscribe process.
Something went wrong
We are sorry, your request cannot be processed right now.
Please wait a bit and try again.