Kreyòl-MT: Building MT for Latin American, Caribbean and Colonial African Creole Languages

no code implementations • 8 May 2024 • Nathaniel R. Robinson, Raj Dabre, Ammon Shurtz, Rasul Dent, Onenamiyi Onesi, Claire Bizon Monroc, Loïc Grobol, Hasan Muhammad, Ashi Garg, Naome A. Etori, Vijay Murari Tiyyala, Olanrewaju Samuel, Matthew Dean Stutzman, Bismarck Bamfo Odoom, Sanjeev Khudanpur, Stephen D. Richardson, Kenton Murray

Given our diverse dataset, we produce a model for Creole language MT exposed to more genre diversity than ever before, which outperforms a genre-specific Creole MT model on its own benchmark for 23 of 34 translation directions.

Fast Population-Based Reinforcement Learning on a Single Machine

no code implementations • 17 Jun 2022 • Arthur Flajolet, Claire Bizon Monroc, Karim Beguir, Thomas Pierrot

Training populations of agents has demonstrated great promise in Reinforcement Learning for stabilizing training, improving exploration and asymptotic performance, and generating a diverse set of solutions.

reinforcement-learning Reinforcement Learning (RL)