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1
On Homophony and Rényi Entropy ...
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2
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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3
Signed Coreference Resolution ...
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4
Backtranslation in Neural Morphological Inflection ...
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5
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.477/ Abstract: Current approaches to incorporating terminology constraints in machine translation (MT) typically assume that the constraint terms are provided in their correct morphological forms. This limits their application to real-world scenarios where constraint terms are provided as lemmas. In this paper, we introduce a modular framework for incorporating lemma constraints in neural MT (NMT) in which linguistic knowledge and diverse types of NMT models can be flexibly applied. It is based on a novel cross-lingual inflection module that inflects the target lemma constraints based on the source context. We explore linguistically motivated rule-based and data-driven neural-based inflection modules and design English-German health and English-Lithuanian news test suites to evaluate them in domain adaptation and low-resource MT settings. Results show that our rule-based inflection module helps NMT models incorporate lemma constraints more ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Machine translation; Natural Language Processing
URL: https://underline.io/lecture/37994-rule-based-morphological-inflection-improves-neural-terminology-translation
https://dx.doi.org/10.48448/y0cj-my74
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6
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
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7
A Prototype Free/Open-Source Morphological Analyser and Generator for Sakha ...
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8
Automatic Error Type Annotation for Arabic ...
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9
Developing Conversational Data and Detection of Conversational Humor in Telugu ...
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10
An Information-Theoretic Characterization of Morphological Fusion ...
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11
Cross-document Event Identity via Dense Annotation ...
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12
Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning ...
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13
(Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys ...
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14
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach ...
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15
Rewards with Negative Examples for Reinforced Topic-Focused Abstractive Summarization ...
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16
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
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17
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining ...
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18
HittER: Hierarchical Transformers for Knowledge Graph Embeddings ...
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19
Ara-Women-Hate: The first Arabic Hate Speech corpus regarding Women ...
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20
Detecting Gender Bias using Explainability ...
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