3 papers
cs.CL2025
Lingua Custodi's participation at the WMT 2025 Terminology shared task
Jingshu Liu, Raheel Qader, Gaëtan Caillaut +1
While BERT is an effective method for learning monolingual sentence embeddings for semantic similarity and embedding based transfer learning BERT based cross-lingual sentence embed…
cs.CL2024
Scaling Laws of Decoder-Only Models on the Multilingual Machine Translation Task
Gaëtan Caillaut, Raheel Qader, Mariam Nakhlé +2
Recent studies have showcased remarkable capabilities of decoder-only models in many NLP tasks, including translation. Yet, the machine translation field has been largely dominated…
cs.LG2018
Learning Pretopological Spaces to Model Complex Propagation Phenomena: A Multiple Instance Learning Approach Based on a Logical Modeling
Gaëtan Caillaut, Guillaume Cleuziou
This paper addresses the problem of learning the concept of "propagation" in the pretopology theoretical formalism. Our proposal is first to define the pseudo-closure operator (mod…