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Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0
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In: Proceedings of the International Workshop on Challenges & Perspectives in Creating Large Language Models 2022 (BigScience 2022) ; https://hal.inria.fr/hal-03639144 ; Proceedings of the International Workshop on Challenges & Perspectives in Creating Large Language Models 2022 (BigScience 2022), May 2022, Dublin, France (2022)
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| 2 |
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0 ...
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Abstract:
In this work, we explore whether the recently demonstrated zero-shot abilities of the T0 model extend to Named Entity Recognition for out-of-distribution languages and time periods. Using a historical newspaper corpus in 3 languages as test-bed, we use prompts to extract possible named entities. Our results show that a naive approach for prompt-based zero-shot multilingual Named Entity Recognition is error-prone, but highlights the potential of such an approach for historical languages lacking labeled datasets. Moreover, we also find that T0-like models can be probed to predict the publication date and language of a document, which could be very relevant for the study of historical texts. ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2204.05211
https://dx.doi.org/10.48550/arxiv.2204.05211
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Operationalizing a National Digital Library: The Case for a Norwegian Transformer Model ...
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The futility of STILTs for the classification of lexical borrowings in Spanish ...
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Automatic quantitative metrical analysis of Spanish Poetry with Rantanplan: a first approach ...
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Automatic quantitative metrical analysis of Spanish Poetry with Rantanplan: a first approach ...
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Rantanplan: Fast and Accurate Syllabification and Scansion of Spanish Poetry ...
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Rantanplan: Fast and Accurate Syllabification and Scansion of Spanish Poetry ...
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PoetryLab as Infrastructure for the Analysis of Spanish Poetry ...
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PoetryLab: An Open Source Toolkit for the Analysis of Spanish Poetry Corpora ...
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Rantanplan: Fast and Accurate Syllabification and Scansion of Spanish Poetry ...
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Rantanplan: Fast and Accurate Syllabification and Scansion of Spanish Poetry ...
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PoetryLab as Infrastructure for the Analysis of Spanish Poetry ...
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PoetryLab as Infrastructure for the Analysis of Spanish Poetry ...
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| 15 |
PoetryLab as Infrastructurefor the Analysis of Spanish Poetry ...
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PoetryLab as Infrastructure for the Analysis of Spanish Poetry ...
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| 17 |
PoetryLab: An Open Source Toolkit for the Analysis of Spanish Poetry Corpora ...
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| 18 |
PoetryLab as Infrastructurefor the Analysis of Spanish Poetry ...
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PoetryLab An Open Source Toolkit for the Analysis of Spanish Poetry Corpora ...
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PoetryLab An Open Source Toolkit for the Analysis of Spanish Poetry Corpora ...
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