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1001
Grammatical Profiling for Semantic Change Detection ...
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1002
Dependency Induction Through the Lens of Visual Perception ...
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1003
Towards Syntax-Aware DialogueSummarization using Multi-task Learning ...
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1004
To be Closer: Learning to Link up Aspects with Opinions ...
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1005
Artificial Text Detection via Examining the Topology of Attention Maps ...
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1006
Enlivening Redundant Heads in Multi-head Self-attention for Machine Translation ...
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1007
On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.503/ Abstract: Although recent developments in neural architectures and pre-trained representations have greatly increased state-of-the-art model performance on fully-supervised semantic role labeling (SRL), the task remains challenging for languages where supervised SRL training data are not abundant. Cross-lingual learning can improve performance in this setting by transferring knowledge from high-resource languages to low-resource ones. Moreover, we hypothesize that annotations of syntactic dependencies can be leveraged to further facilitate cross-lingual transfer. In this work, we perform an empirical exploration of the helpfulness of syntactic supervision for crosslingual SRL within a simple multitask learning scheme. With comprehensive evaluations across ten languages (in addition to English) and three SRL benchmark datasets, including both dependency- and span-based SRL, we show the effectiveness of syntactic supervision in low-resource ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/kxxg-7h75
https://underline.io/lecture/37569-on-the-benefit-of-syntactic-supervision-for-cross-lingual-transfer-in-semantic-role-labeling
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1008
Frequency Effects on Syntactic Rule Learning in Transformers ...
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1009
CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees ...
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1010
Deconstructing syntactic generalizations with minimalist grammars ...
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1011
Disentangling Representations of Text by Masking Transformers ...
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1012
Multiplex Graph Neural Network for Extractive Text Summarization ...
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1013
On the Difficulty of Translating Free-Order Case-Marking Languages ...
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1014
Data Augmentation Methods for Anaphoric Zero Pronouns ...
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1015
Revisiting Pivot-Based Paraphrase Generation: Language Is Not the Only Optional Pivot ...
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1016
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy ...
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1017
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ...
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1018
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
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1019
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification ...
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1020
SOM-NCSCM : An Efficient Neural Chinese Sentence Compression Model Enhanced with Self-Organizing Map ...
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