SOTAVerified

Dependency Parsing

Dependency parsing is the task of extracting a dependency parse of a sentence that represents its grammatical structure and defines the relationships between "head" words and words, which modify those heads.

Example:

     root
      |
      | +-------dobj---------+
      | |                    |
nsubj | |   +------det-----+ | +-----nmod------+
+--+  | |   |              | | |               |
|  |  | |   |      +-nmod-+| | |      +-case-+ |
+  |  + |   +      +      || + |      +      | |
I  prefer  the  morning   flight  through  Denver

Relations among the words are illustrated above the sentence with directed, labeled arcs from heads to dependents (+ indicates the dependent).

Papers

Showing 151200 of 1407 papers

TitleStatusHype
Systematic Inequalities in Language Technology Performance across the World’s LanguagesCode0
Unsupervised Dependency Graph NetworkCode1
TwittIrish: A Universal Dependencies Treebank of Tweets in Modern IrishCode0
Semi-supervised Domain Adaptation for Dependency Parsing with Dynamic Matching Network0
New syntactic insights for automated Wolof Universal Dependency parsing0
LyS_ACoruña at SemEval-2022 Task 10: Repurposing Off-the-Shelf Tools for Sentiment Analysis as Semantic Dependency Parsing0
Out-of-Domain Evaluation of Finnish Dependency ParsingCode0
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field InferenceCode0
On Efficiently Acquiring Annotations for Multilingual ModelsCode0
Probing for Labeled Dependency TreesCode0
Revisiting the Effects of Leakage on Dependency ParsingCode0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment AnalysisCode1
Neural Token Segmentation for High Token-Internal Complexity0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum LearningCode0
Modeling Structure with Undirected Neural NetworksCode0
Measuring and Reducing Model Update Regression in Structured Prediction for NLP0
Schema-Free Dependency Parsing via Sequence Generation0
Systematic Investigation of Strategies Tailored for Low-Resource Settings for Low-Resource Dependency ParsingCode0
A Higher-Order Semantic Dependency ParserCode0
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media AnalysisCode1
Unsupervised Sentence Simplification via Dependency Parsing0
Machine Learning for Food Review and Recommendation0
Automatic Correction of Syntactic Dependency Annotation Differences0
Biaffine Discourse Dependency Parsing0
HuSpaCy: an industrial-strength Hungarian natural language processing toolkitCode1
Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages0
Syntactic-GCN Bert based Chinese Event Extraction0
Is syntax structure modeling worth? Leveraging pattern-driven modeling to enable affordable sentiment dependency learning0
Dependency Parsing in a Morphological rich language, Tamil0
Typological Approach to Improve Dependency Parsing for Croatian Language0
Systematic Generalization with Edge TransformersCode1
Multi-modal Dependency Tree for Video Captioning0
Multilingual Pre-training with Universal Dependency Learning0
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP0
Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing0
Schema-Free Dependency Parsing via Sequence Generation0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis0
Improving Syntactic Parsing with Consistency Learning0
Improve Discourse Dependency Parsing with Contextualized Representations0
Unsupervised Dependency Graph Network0
Biaffine Discourse Dependency Parsing0
Multi-layer Biaffine Model for Neural Dependency Parsing0
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning0
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data0
Developing neural machine translation models for Hungarian-English0
MultiLexNorm: A Shared Task on Multilingual Lexical NormalizationCode0
An in-depth look at Euclidean disk embeddings for structure preserving parsing0
Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios?0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26Unverified
2DMPar + XLNetLAS95.92Unverified
3ACELAS95.8Unverified
4Deep Biaffine + RoBERTaLAS95.75Unverified
5HPSG Parser (Joint) + XLNetLAS95.72Unverified
6MFVILAS95.34Unverified
7CVT + Multi-TaskLAS95.02Unverified
8RNG TransformerLAS95.01Unverified
9SpanRelLAS94.7Unverified
10CRFParLAS94.49Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6Unverified
2UDifyLAS80.43Unverified
3HIT-SCIRLAS75.84Unverified
4Stanford+LAS74.16Unverified
5TurkuNLPLAS73.28Unverified
6UDPipe 2.0LAS73.11Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92Unverified
2SciBERT (SciVocab)F191.41Unverified
3SciBERT (Base Vocab)F191.26Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84Unverified
2SciBERT (SciVocab)F192.46Unverified
3SciBERT (Base Vocab)F192.32Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4Unverified
2Ensemble (20)Labelled Attachment Score79.4Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52Unverified
2Biaffine ParserLAS85.38Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47Unverified
2UDifyLAS91.45Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9Unverified
2UDifyLAS88.06Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39Unverified
2UDifyLAS90.05Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37Unverified
2UDifyLAS80.01Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13Unverified