most citedState-of-the-art generalisation research in NLP: A taxonomy and review

70 citations · 105 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CL2022★ 1 cited

Word Order Matters when you Increase Masking

Karim Lasri, Alessandro Lenci, Thierry Poibeau

Word order, an essential property of natural languages, is injected in Transformer-based neural language models using position encoding. However, recent experiments have shown that…

cs.CL2022★ 70 cited

State-of-the-art generalisation research in NLP: A taxonomy and review

Dieuwke Hupkes, Mario Giulianelli, Verna Dankers +17

The ability to generalise well is one of the primary desiderata of natural language processing (NLP). Yet, what 'good generalisation' entails and how it should be evaluated is not…

cs.CL2022

Subject Verb Agreement Error Patterns in Meaningless Sentences: Humans vs. BERT

Karim Lasri, Olga Seminck, Alessandro Lenci +1

Both humans and neural language models are able to perform subject-verb number agreement (SVA). In principle, semantics shouldn't interfere with this task, which only requires synt…

cs.CL2022★ 5 cited

Does BERT really agree ? Fine-grained Analysis of Lexical Dependence on a Syntactic Task

Karim Lasri, Alessandro Lenci, Thierry Poibeau

Although transformer-based Neural Language Models demonstrate impressive performance on a variety of tasks, their generalization abilities are not well understood. They have been s…

cs.CL2022★ 29 cited

Probing for the Usage of Grammatical Number

Karim Lasri, Tiago Pimentel, Alessandro Lenci +2

A central quest of probing is to uncover how pre-trained models encode a linguistic property within their representations. An encoding, however, might be spurious-i.e., the model m…