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Multilingual Language Model Adaptive Fine-Tuning: A Study on African Languages ...
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Preventing author profiling through zero-shot multilingual back-translation
In: 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP) ; https://hal.inria.fr/hal-03350906 ; 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP), Nov 2021, Punta Cana, Dominica (2021)
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On the effect of normalization layers on Differentially Private training of deep Neural networks
In: https://hal.inria.fr/hal-03475600 ; 2021 (2021)
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Adapting Language Models When Training on Privacy-Transformed Data
In: INTERSPEECH 2021 ; https://hal.inria.fr/hal-03189354 ; 2021 (2021)
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Do Acoustic Word Embeddings Capture Phonological Similarity? An Empirical Study ...
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6
ANEA: Distant Supervision for Low-Resource Named Entity Recognition ...
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Emoji-Based Transfer Learning for Sentiment Tasks ...
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8
Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages ...
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9
Preventing Author Profiling through Zero-Shot Multilingual Back-Translation ...
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10
Modeling Profanity and Hate Speech in Social Media with Semantic Subspaces ...
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11
Exploring the Potential of Lexical Paraphrases for Mitigating Noise-Induced Comprehension Errors ...
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12
On the Correlation of Context-Aware Language Models With the Intelligibility of Polish Target Words to Czech Readers
In: Front Psychol (2021)
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13
Transfer learning and distant supervision for multilingual Transformer models: A study on African languages
In: 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) ; https://hal.inria.fr/hal-03350901 ; 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), Nov 2020, Punta Cana, Dominica (2020)
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Distant supervision and noisy label learning for low resource named entity recognition: A study on Hausa and Yorùbá
In: ICLR Workshops (AfricaNLP & PML4DC 2020) ; https://hal.archives-ouvertes.fr/hal-03359111 ; ICLR Workshops (AfricaNLP & PML4DC 2020), Apr 2020, Addis Ababa, Ethiopia (2020)
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15
Transfer Learning and Distant Supervision for Multilingual Transformer Models: A Study on African Languages ...
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16
Rediscovering the Slavic Continuum in Representations Emerging from Neural Models of Spoken Language Identification ...
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17
On the Interplay Between Fine-tuning and Sentence-level Probing for Linguistic Knowledge in Pre-trained Transformers ...
Abstract: Fine-tuning pre-trained contextualized embedding models has become an integral part of the NLP pipeline. At the same time, probing has emerged as a way to investigate the linguistic knowledge captured by pre-trained models. Very little is, however, understood about how fine-tuning affects the representations of pre-trained models and thereby the linguistic knowledge they encode. This paper contributes towards closing this gap. We study three different pre-trained models: BERT, RoBERTa, and ALBERT, and investigate through sentence-level probing how fine-tuning affects their representations. We find that for some probing tasks fine-tuning leads to substantial changes in accuracy, possibly suggesting that fine-tuning introduces or even removes linguistic knowledge from a pre-trained model. These changes, however, vary greatly across different models, fine-tuning and probing tasks. Our analysis reveals that while fine-tuning indeed changes the representations of a pre-trained model and these changes are ... : Accepted at Findings of EMNLP 2020 and BlackboxNLP 2020 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
URL: https://arxiv.org/abs/2010.02616
https://dx.doi.org/10.48550/arxiv.2010.02616
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18
A Closer Look at Linguistic Knowledge in Masked Language Models: The Case of Relative Clauses in American English ...
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A Closer Look at Linguistic Knowledge in Masked Language Models: The Case of Relative Clauses in American English ...
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20
The Role of Predicates in Opinion Holder Extraction
Wiegand, Michael [Verfasser]; Klakow, Dietrich [Verfasser]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2019
DNB Subject Category Language
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