NLP

Multilingual End to End Entity Linking

June 15, 2023

Abstract

Entity Linking is one of the most common Natural Language Processing tasks in practical applications, but so far efficient end-to-end solutions with multilingual coverage have been lacking, leading to complex model stacks. To fill this gap, we release and open source BELA, the first fully end-to-end multilingual entity linking model that efficiently detects and links entities in texts in any of 97 languages. We provide here a detailed description of the model and report BELA’s performance on four entity linking datasets covering high- and lowresource languages.

Download the Paper

AUTHORS

Written by

Mike Plekhanov

Nora Kassner

Kashyap Popat

Louis Martin

Simone Merello

Borislav Kozlovskii

Frederic Dreyer

Nicola Cancedda

Publisher

https://arxiv.org/

Related Publications

December 26, 2025

REINFORCEMENT LEARNING

NLP

Safety Alignment of LMs via Non-cooperative Games

Anselm Paulus, Ilia Kulikov, Brandon Amos, Remi Munos, Ivan Evtimov, Kamalika Chaudhuri, Arman Zharmagambetov

December 26, 2025

December 18, 2025

NLP

How Good is Post-Hoc Watermarking With Language Model Rephrasing?

Pierre Fernandez, Tom Sander, Hady Elsahar, Hongyan Chang, Tomáš Souček, Sylvestre Rebuffi, Valeriu Lacatusu, Tuan Tran, Alexandre Mourachko

December 18, 2025

December 12, 2025

NLP

COMPUTER VISION

Text-Guided Semantic Image Encoder

Raghuveer Thirukovalluru, Xiaochuang Han, Bhuwan Dhingra, Emily Dinan, Maha Elbayad

December 12, 2025

November 10, 2025

RESEARCH

SPEECH & AUDIO

Omnilingual ASR: Open-Source Multilingual Speech Recognition for 1600+ Languages

Omnilingual ASR team, Gil Keren, Artyom Kozhevnikov, Yen Meng, Christophe Ropers, Matthew Setzler, Skyler Wang, Ife Adebara, Michael Auli, Can Balioglu, Kevin Chan, Chierh Cheng, Joe Chuang, Caley Drooff, Mark Duppenthaler, Paul-Ambroise Duquenne, Alexander Erben, Cynthia Gao, Gabriel Mejia Gonzalez, Kehan Lyu, Sagar Miglani, Vineel Pratap, Kaushik Ram Sadagopan, Safiyyah Saleem, Arina Turkatenko, Albert Ventayol-Boada, Zheng-Xin Yong, Yu-An Chung, Jean Maillard, Rashel Moritz, Alexandre Mourachko, Mary Williamson, Shireen Yates

November 10, 2025

Help Us Pioneer The Future of AI

We share our open source frameworks, tools, libraries, and models for everything from research exploration to large-scale production deployment.