29 citations · 60 across the 8 of their papers we have counts for
15 papers
Evaluation Benchmarks for Spanish Sentence Representations
Vladimir Araujo, Andrés Carvallo, Souvik Kundu +6
Due to the success of pre-trained language models, versions of languages other than English have been released in recent years. This fact implies the need for resources to evaluate…
Finding Structural Knowledge in Multimodal-BERT
Victor Milewski, Miryam de Lhoneux, Marie-Francine Moens
In this work, we investigate the knowledge learned in the embeddings of multimodal-BERT models. More specifically, we probe their capabilities of storing the grammatical structure…
Dynamic Key-value Memory Enhanced Multi-step Graph Reasoning for Knowledge-based Visual Question Answering
Mingxiao Li, Marie-Francine Moens
Knowledge-based visual question answering (VQA) is a vision-language task that requires an agent to correctly answer image-related questions using knowledge that is not presented i…
Discrete and continuous representations and processing in deep learning: Looking forward
Ruben Cartuyvels, Graham Spinks, Marie-Francine Moens
Discrete and continuous representations of content (e.g., of language or images) have interesting properties to be explored for the understanding of or reasoning with this content…
Revisiting spatio-temporal layouts for compositional action recognition
Gorjan Radevski, Marie-Francine Moens, Tinne Tuytelaars
Recognizing human actions is fundamentally a spatio-temporal reasoning problem, and should be, at least to some extent, invariant to the appearance of the human and the objects inv…
Augmenting BERT-style Models with Predictive Coding to Improve Discourse-level Representations
Vladimir Araujo, Andrés Villa, Marcelo Mendoza +2
Current language models are usually trained using a self-supervised scheme, where the main focus is learning representations at the word or sentence level. However, there has been…