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1
On Homophony and Rényi Entropy ...
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On the Role of Corpus Ordering in Language Modeling ...
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3
Evaluation of Unsupervised Automatic Readability Assessors Using Rank Correlations ...
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4
Analysis of Language Change in Collaborative Instruction Following ...
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5
Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora ...
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6
Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching ...
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7
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph ...
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8
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset ...
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9
Automatic Bilingual Markup Transfer ...
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10
An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ...
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11
Challenges in Detoxifying Language Models ...
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12
SD-QA: Spoken Dialectal Question Answering for the Real World ...
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13
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
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14
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems ...
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15
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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16
Live Session - 4E: Phonology, Morphology and Word Segmentation ...
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17
Signed Coreference Resolution ...
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18
Backtranslation in Neural Morphological Inflection ...
Abstract: Backtranslation is a common technique for leveraging unlabeled data in low-resource scenarios in machine translation. The method is directly applicable to morphological inflection generation if unlabeled word forms are available. This paper evaluates the potential of backtranslation for morphological inflection using data from six languages with labeled data drawn from the SIGMORPHON shared task resource and unlabeled data from different sources. Our core finding is that backtranslation can offer modest improvements in low-resource scenarios, but only if the unlabeled data is very clean and has been filtered by the same annotation standards as the labeled data. ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Machine translation; Natural Language Processing
URL: https://dx.doi.org/10.48448/mhc1-hn61
https://underline.io/lecture/39458-backtranslation-in-neural-morphological-inflection
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19
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
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20
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
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