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Verna Dankers
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Compositionality decomposed: How do neural networks generalise?
D Hupkes, V Dankers, M Mul, E Bruni
Journal of Artificial Intelligence Research 67, 757-795, 2020
345*2020
A taxonomy and review of generalization research in NLP
D Hupkes, M Giulianelli, V Dankers, M Artetxe, Y Elazar, T Pimentel, ...
Nature Machine Intelligence 5 (10), 1161-1174, 2023
96*2023
Modelling the interplay of metaphor and emotion through multitask learning
V Dankers, M Rei, M Lewis, E Shutova
EMNLP 2019, 2019
752019
The paradox of the compositionality of natural language: a neural machine translation case study
V Dankers, E Bruni, D Hupkes
ACL 2022, 2022
672022
The pragmatics behind politics: Modelling metaphor, framing and emotion in political discourse
PLH Cabot, V Dankers, D Abadi, A Fischer, E Shutova
EMLNP Findings 2020, 2020
492020
Can Transformer be Too Compositional? Analysing Idiom Processing in Neural Machine Translation
V Dankers, CG Lucas, I Titov
ACL 2022, 2022
472022
Transcoding compositionally: using attention to find more generalizable solutions
K Korrel, D Hupkes, V Dankers, E Bruni
BlackboxNLP workshop at ACL 2019, 2019
302019
Being neighbourly: Neural metaphor identification in discourse
V Dankers, K Malhotra, G Kudva, V Medentsiy, E Shutova
FigLang workshop at ACL 2020, 2020
262020
Generalising to German Plural Noun Classes, from the Perspective of a Recurrent Neural Network
V Dankers, A Langedijk, K McCurdy, A Williams, D Hupkes
CoNLL 2021, 2021
232021
Meta-learning for fast cross-lingual adaptation in dependency parsing
A Langedijk, V Dankers, P Lippe, S Bos, BC Guevara, H Yannakoudakis, ...
ACL 2022, 2022
112022
Paper Bullets: Modeling Propaganda with the Help of Metaphor
DB Rodríguez, V Dankers, P Nakov, E Shutova
EACL Findings 2023, 472-489, 2023
82023
Evaluating Subword Tokenization: Alien Subword Composition and OOV Generalization Challenge
K Batsuren, E Vylomova, V Dankers, T Delgerbaatar, O Uzan, Y Pinter, ...
arXiv preprint arXiv:2404.13292, 2024
62024
Memorisation Cartography: Mapping out the Memorisation-Generalisation Continuum in Neural Machine Translation
V Dankers, I Titov, D Hupkes
EMNLP 2023, 2023
22023
Recursive Neural Networks with Bottlenecks Diagnose (Non-)Compositionality
V Dankers, I Titov
EMNLP Findings 2022, 2022
22022
Non-Compositionality in Sentiment: New Data and Analyses
V Dankers, CG Lucas
EMNLP Findings 2023, 2023
12023
Generalisation first, memorisation second? Memorisation localisation for natural language classification tasks
V Dankers, I Titov
arXiv preprint arXiv:2408.04965, 2024
2024
Proceedings of the 1st GenBench Workshop on (Benchmarking) Generalisation in NLP
D Hupkes, V Dankers, K Batsuren, K Sinha, A Kazemnejad, ...
Proceedings of the 1st GenBench Workshop on (Benchmarking) Generalisation in NLP, 2023
2023
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case Study
M Züfle, V Dankers, I Titov
GenBench at EMNLP 2023, 2023
2023
Episodic memory demands modulate novel metaphor use during event narration
V G Djokic, E Shutova, V Dankers
CogSci 2021, 2021
2021
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Articles 1–19