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09/10/2023
Distance-Restricted Folklore Weisfeiler-Leman GNNs with Provable Cycle Counting Power
The ability of graph neural networks (GNNs) to count certain graph subst...
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03/19/2023
Efficiently Counting Substructures by Subgraph GNNs without Running GNN on Subgraphs
Using graph neural networks (GNNs) to approximate specific functions suc...
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05/20/2021
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity
Constituent and dependency parsing, the two classic forms of syntactic p...
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12/27/2020
SG-Net: Syntax Guided Transformer for Language Representation
Understanding human language is one of the key themes of artificial inte...
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04/28/2020
Semantics-Aware Inferential Network for Natural Language Understanding
For natural language understanding tasks, either machine reading compreh...
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11/07/2019
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBank
The latest developments in neural semantic role labeling (SRL), includin...
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10/31/2019
LIMIT-BERT : Linguistic Informed Multi-Task BERT
In this paper, we present a Linguistic Informed Multi-Task BERT (LIMIT-B...
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08/30/2019
Parsing All: Syntax and Semantics, Dependencies and Spans
Both syntactic and semantic structures are key linguistic contextual clu...
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08/18/2019
Concurrent Parsing of Constituency and Dependency
Constituent and dependency representation for syntactic structure share ...
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08/14/2019
SG-Net: Syntax-Guided Machine Reading Comprehension
For machine reading comprehension, how to effectively model the linguist...
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07/05/2019