Verna Dankers

University of Edinburgh — United Kingdom

Computer Science · Physical Sciences

13h-index650citations39works1.42yr avg
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Research Topics

Natural Language Processing Techniques(29), Topic Modeling(25), Sentiment Analysis and Opinion Mining(5), Language, Metaphor, and Cognition(5), Software Engineering Research(3)

Publications39 total

Memorization Inheritance in Sequence-Level Knowledge Distillation for Neural Machine Translation
arXiv (Cornell University)·2025Open Access
Front Matter
2025
Memorization Inheritance in Sequence-Level Knowledge Distillation for Neural Machine Translation
2025· 2 citedOpen Access
Evaluating Subword Tokenization: Alien Subword Composition and OOV Generalization Challenge
arXiv (Cornell University)·2024· 5 citedOpen Access
Front Matter
2024Open Access
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case Study
arXiv (Cornell University)·2023Open Access
Memorisation Cartography: Mapping out the Memorisation-Generalisation Continuum in Neural Machine Translation
arXiv (Cornell University)·2023Open Access
Non-Compositionality in Sentiment: New Data and Analyses
arXiv (Cornell University)·2023Open Access
A taxonomy and review of generalization research in NLP
Nature Machine Intelligence·2023· 54 citedOpen Access
Recursive Neural Networks with Bottlenecks Diagnose (Non-)Compositionality
arXiv (Cornell University)·2023Open Access
Memorisation Cartography: Mapping out the Memorisation-Generalisation Continuum in Neural Machine Translation
2023Open Access
Non-Compositionality in Sentiment: New Data and Analyses
2023Open Access
Paper Bullets: Modeling Propaganda with the Help of Metaphor
2023· 3 citedOpen Access
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case Study
2023Open Access
A taxonomy and review of generalization research in NLP
arXiv (Cornell University)·2022· 41 citedOpen Access
Text Characterization Toolkit
arXiv (Cornell University)·2022Open Access
Can Transformer be Too Compositional? Analysing Idiom Processing in Neural Machine Translation
arXiv (Cornell University)·2022· 4 citedOpen Access
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)·2022· 7 citedOpen Access
Text Characterization Toolkit (TCT)
2022· 1 citedOpen Access
Can Transformer be Too Compositional? Analysing Idiom Processing in Neural Machine Translation
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)·2022· 39 citedOpen Access
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Frequent Co-authors

Dieuwke Hupkes(17), Elia Bruni(9), Ivan Titov(8), Ekaterina Shutova(7), Mathijs Mul(4), Khuyagbaatar Batsuren(4), Kris Korrel(3), Mario Giulianelli(3), Tiago Pimentel(3), Christos Christodoulopoulos(3), Ryan Cotterell(3), Anna Langedijk(3), Aysenur Bilgin(3), Raquel Fernández(3), Mikel Artetxe(2), Yanai Elazar(2), Karim Lasri(2), Naomi Saphra(2), Arabella Sinclair(2), Dennis Ulmer(2)