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Neubig, Graham (6)
The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (6)
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., Hao (1)
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2021 (6)
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Hits 1 – 6 of 6
1
Explorations in Transfer Learning for OCR Post-Correction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Neubig, Graham
;
Rijhwani, Shruti
;
Tjuatja, Lindia
. - : Underline Science Inc., 2021
Abstract:
We explore transfer learning to improve optical character recognition (OCR) post-correction, specifically for endangered language texts. We extend an existing OCR post-correction model (Rijhwani et al., 2020) by introducing an additional pretraining step on related data, such as text in a related language or available target endangered language datasets that may differ in orthography. Although cross-lingual transfer is often successful in high-resource settings, our preliminary results show that transferring from related language data decreases performance for this task. On the other hand, we observe small improvements in performance when transferring from additional target language data. ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/qwdn-bd11
https://underline.io/lecture/39677-explorations-in-transfer-learning-for-ocr-post-correction
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2
Distributionally Robust Multilingual Machine Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ghazvininejad, Marjan
;
Levy, Daniel
. - : Underline Science Inc., 2021
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3
When is Wall a Pared and when a Muro?: Extracting Rules Governing Lexical Selection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Anastasopoulos, Antonios
;
Chaudhary, Aditi
. - : Underline Science Inc., 2021
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4
Lexically-Aware Semi-Supervised Learning for OCR Post-Correction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Anastasopoulos, Antonios
;
Neubig, Graham
. - : Underline Science Inc., 2021
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5
Phrase-level Active Learning for Neural Machine Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hu, Junjie
;
Neubig, Graham
. - : Underline Science Inc., 2021
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6
Dependency Induction Through the Lens of Visual Perception ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Hao
;
Bisk, Yonatan
. - : Underline Science Inc., 2021
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