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05/09/2023
Structured Sentiment Analysis as Transition-based Dependency Parsing
Structured sentiment analysis (SSA) aims to automatically extract people...
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10/21/2022
Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformers
Intelligent voice assistants, such as Apple Siri and Amazon Alexa, are w...
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05/20/2022
Transition-based Semantic Role Labeling with Pointer Networks
Semantic role labeling (SRL) focuses on recognizing the predicate-argume...
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10/20/2021
Discontinuous Grammar as a Foreign Language
In order to achieve deep natural language understanding, syntactic const...
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05/20/2021
Dependency Parsing with Bottom-up Hierarchical Pointer Networks
Dependency parsing is a crucial step towards deep language understanding...
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04/13/2021
Reducing Discontinuous to Continuous Parsing with Pointer Network Reordering
Discontinuous constituent parsers have always lagged behind continuous a...
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09/21/2020
Multitask Pointer Network for Multi-Representational Parsing
We propose a transition-based approach that, by training a single model,...
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05/27/2020
Transition-based Semantic Dependency Parsing with Pointer Networks
Transition-based parsers implemented with Pointer Networks have become t...
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05/27/2020
Enriched In-Order Linearization for Faster Sequence-to-Sequence Constituent Parsing
Sequence-to-sequence constituent parsing requires a linearization to rep...
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02/05/2020
Discontinuous Constituent Parsing with Pointer Networks
One of the most complex syntactic representations used in computational ...
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03/20/2019
Left-to-Right Dependency Parsing with Pointer Networks
We propose a novel transition-based algorithm that straightforwardly par...
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10/25/2018
Dynamic Oracles for Top-Down and In-Order Shift-Reduce Constituent Parsing
We introduce novel dynamic oracles for training two of the most accurate...
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05/14/2018
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing
We propose an efficient dynamic oracle for training the 2-Planar transit...
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04/21/2018
Faster Shift-Reduce Constituent Parsing with a Non-Binary, Bottom-Up Strategy
We propose a novel non-binary shift-reduce algorithm for constituent par...
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10/25/2017
Non-Projective Dependency Parsing with Non-Local Transitions
We present a novel transition system, based on the Covington non-project...
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06/11/2017
A Full Non-Monotonic Transition System for Unrestricted Non-Projective Parsing
Restricted non-monotonicity has been shown beneficial for the projective...
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02/27/2015