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05/25/2023
Scaling Data-Constrained Language Models
The current trend of scaling language models involves increasing both pa...
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05/18/2023
Silver Syntax Pre-training for Cross-Domain Relation Extraction
Relation Extraction (RE) remains a challenging task, especially when con...
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05/18/2023
Multi-CrossRE A Multi-Lingual Multi-Domain Dataset for Relation Extraction
Most research in Relation Extraction (RE) involves the English language,...
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08/31/2021
Explaining Classes through Word Attribution
In recent years, several methods have been proposed for explaining indiv...
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05/06/2021
Quantitative Evaluation of Alternative Translations in a Corpus of Highly Dissimilar Finnish Paraphrases
In this paper, we present a quantitative evaluation of differences betwe...
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04/23/2021
Deep learning for sentence clustering in essay grading support
Essays as a form of assessment test student knowledge on a deeper level ...
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02/15/2021
Beyond the English Web: Zero-Shot Cross-Lingual and Lightweight Monolingual Classification of Registers
We explore cross-lingual transfer of register classification for web doc...
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10/22/2020
Towards Fully Bilingual Deep Language Modeling
Language models based on deep neural networks have facilitated great adv...
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09/18/2020
The birth of Romanian BERT
Large-scale pretrained language models have become ubiquitous in Natural...
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06/02/2020
Exploring Cross-sentence Contexts for Named Entity Recognition with BERT
Named entity recognition (NER) is frequently addressed as a sequence cla...
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06/02/2020
WikiBERT models: deep transfer learning for many languages
Deep neural language models such as BERT have enabled substantial recent...
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04/22/2020
Universal Dependencies v2: An Evergrowing Multilingual Treebank Collection
Universal Dependencies is an open community effort to create cross-lingu...
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12/15/2019
Multilingual is not enough: BERT for Finnish
Deep learning-based language models pretrained on large unannotated text...
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11/14/2016