4 citations · 5 across the 4 of their papers we have counts for
9 papers · 1 filter
Head-driven Phrase Structure Parsing in O() Time Complexity
Zuchao Li, Junru Zhou, Hai Zhao +1
Constituent and dependency parsing, the two classic forms of syntactic parsing, have been found to benefit from joint training and decoding under a uniform formalism, Head-driven P…
SG-Net: Syntax Guided Transformer for Language Representation
Zhuosheng Zhang, Yuwei Wu, Junru Zhou +3
Understanding human language is one of the key themes of artificial intelligence. For language representation, the capacity of effectively modeling the linguistic knowledge from th…
Semantics-Aware Inferential Network for Natural Language Understanding
Shuailiang Zhang, Hai Zhao, Junru Zhou
For natural language understanding tasks, either machine reading comprehension or natural language inference, both semantics-aware and inference are favorable features of the conce…
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBank
Zuchao Li, Hai Zhao, Junru Zhou +2
The latest developments in neural semantic role labeling (SRL) have shown great performance improvements with both the dependency and span formalisms/styles. Although the two style…
LIMIT-BERT : Linguistic Informed Multi-Task BERT
Junru Zhou, Zhuosheng Zhang, Hai Zhao +1
In this paper, we present a Linguistic Informed Multi-Task BERT (LIMIT-BERT) for learning language representations across multiple linguistic tasks by Multi-Task Learning (MTL). LI…
Concurrent Parsing of Constituency and Dependency
Junru Zhou, Shuailiang Zhang, Hai Zhao
Constituent and dependency representation for syntactic structure share a lot of linguistic and computational characteristics, this paper thus makes the first attempt by introducin…