195 citations · 261 across the 8 of their papers we have counts for
4 papers · 1 filter
A Comparison of Architectures and Pretraining Methods for Contextualized Multilingual Word Embeddings
Niels van der Heijden, Samira Abnar, Ekaterina Shutova
The lack of annotated data in many languages is a well-known challenge within the field of multilingual natural language processing (NLP). Therefore, many recent studies focus on z…
Blackbox meets blackbox: Representational Similarity and Stability Analysis of Neural Language Models and Brains
Samira Abnar, Lisa Beinborn, Rochelle Choenni +1
In this paper, we define and apply representational stability analysis (ReStA), an intuitive way of analyzing neural language models. ReStA is a variant of the popular representati…
Robust Evaluation of Language-Brain Encoding Experiments
Lisa Beinborn, Samira Abnar, Rochelle Choenni
Language-brain encoding experiments evaluate the ability of language models to predict brain responses elicited by language stimuli. The evaluation scenarios for this task have not…
Incremental Reading for Question Answering
Samira Abnar, Tania Bedrax-weiss, Tom Kwiatkowski +1
Any system which performs goal-directed continual learning must not only learn incrementally but process and absorb information incrementally. Such a system also has to understand…