Semantic Dependency Parsing
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Benchmarks
Most implemented
Second-Order Semantic Dependency Parsing with End-to-End Neural Networks
Simpler but More Accurate Semantic Dependency Parsing
Automated Concatenation of Embeddings for Structured Prediction
Learning Joint Semantic Parsers from Disjoint Data
Auxiliary Tasks to Boost Biaffine Semantic Dependency Parsing
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency Parsing
Papers
Auxiliary Tasks to Boost Biaffine Semantic Dependency Parsing
The biaffine parser of Dozat and Manning (2017) was successfully extended to semantic dependency parsing (SDP) (Dozat and Manning, 2018). Its performance on graphs is surprisingly high given that, without the constraint …
Dependency ParsingSemantic Dependency ParsingSentenceDynGL-SDP: Dynamic Graph Learning for Semantic Dependency Parsing
A recent success in semantic dependency parsing shows that graph neural networks can make significant accuracy improvements, owing to its powerful ability in learning expressive graph representations. However, this work …
Dependency Parsinggraph constructionGraph LearningGraph Representation Learning+2ZHIXIAOBAO at SemEval-2022 Task 10: Apporoaching Structured Sentiment with Graph Parsing
This paper presents our submission to task 10, Structured Sentiment Analysis of the SemEval 2022 competition. The task aims to extract all elements of the fine-grained sentiment in a text. We cast structured sentiment an…
Dependency ParsingSemantic Dependency ParsingSentiment AnalysisTâches auxiliaires pour l’analyse biaffine en graphes de dépendances (Auxiliary tasks to boost Biaffine Semantic Dependency Parsing)
L’analyseur biaffine de Dozat & Manning (2017), qui produit des arbres de dépendances syntaxiques, a été étendu avec succès aux graphes de dépendances syntaxico-sémantiques (Dozat & Manning, 2018). Ses performances sur l…
Dependency ParsingSemantic Dependency ParsingSpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language Specifications
Can NLP assist in building formal models for verifying complex systems? We study this challenge in the context of parsing Network File System (NFS) specifications. We define a semantic-dependency problem over SpecIR, a r…
Dependency ParsingDomain AdaptationLanguage ModelingLanguage Modelling+6LyS_ACoruña at SemEval-2022 Task 10: Repurposing Off-the-Shelf Tools for Sentiment Analysis as Semantic Dependency Parsing
This paper addressed the problem of structured sentiment analysis using a bi-affine semantic dependency parser, large pre-trained language models, and publicly available translation models. For the monolingual setup, we …
Dependency ParsingSemantic Dependency ParsingSentiment AnalysisTranslation