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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 ...
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18
A Closer Look at Linguistic Knowledge in Masked Language Models: The Case of Relative Clauses in American English ...
Abstract: Transformer-based language models achieve high performance on various tasks, but we still lack understanding of the kind of linguistic knowledge they learn and rely on. We evaluate three models (BERT, RoBERTa, and ALBERT), testing their grammatical and semantic knowledge by sentence-level probing, diagnostic cases, and masked prediction tasks. We focus on relative clauses (in American English) as a complex phenomenon needing contextual information and antecedent identification to be resolved. Based on a naturalistic dataset, probing shows that all three models indeed capture linguistic knowledge about grammaticality, achieving high performance. Evaluation on diagnostic cases and masked prediction tasks considering fine-grained linguistic knowledge, however, shows pronounced model-specific weaknesses especially on semantic knowledge, strongly impacting models' performance. Our results highlight the importance of (a)model comparison in evaluation task and (b) building up claims of model performance and the ... : Accepted to COLING 2020 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2011.00960
https://arxiv.org/abs/2011.00960
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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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