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., Hinrich (1)
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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (1)
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Hits 1 – 4 of 4
1
Towards Zero-shot Language Modeling ...
Ponti, Edoardo Maria
;
Vulić, Ivan
;
Cotterell, Ryan
;
Reichart, Roi
;
Korhonen, Anna
. - : arXiv, 2021
Abstract:
Can we construct a neural model that is inductively biased towards learning human languages? Motivated by this question, we aim at constructing an informative prior over neural weights, in order to adapt quickly to held-out languages in the task of character-level language modeling. We infer this distribution from a sample of typologically diverse training languages via Laplace approximation. The use of such a prior outperforms baseline models with an uninformative prior (so-called "fine-tuning") in both zero-shot and few-shot settings. This shows that the prior is imbued with universal phonological knowledge. Moreover, we harness additional language-specific side information as distant supervision for held-out languages. Specifically, we condition language models on features from typological databases, by concatenating them to hidden states or generating weights with hyper-networks. These features appear beneficial in the few-shot setting, but not in the zero-shot setting. Since the paucity of digital texts ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://arxiv.org/abs/2108.03334
https://dx.doi.org/10.48550/arxiv.2108.03334
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2
Parameter space factorization for zero-shot learning across tasks and languages ...
Ponti, Edoardo M.
;
Vulić, Ivan
;
Cotterell, Ryan
. - : ETH Zurich, 2021
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3
Parameter space factorization for zero-shot learning across tasks and languages
Parovic, Marinela
;
Cotterell, Ryan
;
Vulić, Ivan
...
In: Transactions of the Association for Computational Linguistics, 9 (2021)
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4
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Hinrich
;
Korhonen, Anna
. - : Underline Science Inc., 2021
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