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 851900 of 1407 papers

TitleStatusHype
SGRAM: Improving Scene Graph Parsing via Abstract Meaning Representation0
SHARP: Search-Based Adversarial Attack for Structured Prediction0
Shift-Reduce CCG Parsing using Neural Network Models0
Shift-Reduce Constituency Parsing with Dynamic Programming and POS Tag Lattice0
Similarity Based Genre Identification for POS Tagging Experts \& Dependency Parsing0
Simple task-specific bilingual word embeddings0
Slavic Forest, Norwegian Wood0
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework0
SmartWrite: Extracting Chinese Lexical Grammar Patterns Using Dependency Parsing0
Soft Cross-lingual Syntax Projection for Dependency Parsing0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML0
Some Languages Seem Easier to Parse Because Their Treebanks Leak0
Sparse Fuzzy Attention for Structured Sentiment Analysis0
SParse: Ko University Graph-Based Parsing System for the CoNLL 2018 Shared Task0
Special Techniques for Constituent Parsing of Morphologically Rich Languages0
Spectral Dependency Parsing with Latent Variables0
Spectral Learning for Non-Deterministic Dependency Parsing0
SPMRL`13 Shared Task System: The CADIM Arabic Dependency Parser0
Squibs: Arc-Eager Parsing with the Tree Constraint0
Squibs: Constrained Arc-Eager Dependency Parsing0
Squibs: Going to the Roots of Dependency Parsing0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning0
Stack-based Multi-layer Attention for Transition-based Dependency Parsing0
Stacking Heterogeneous Joint Models of Chinese POS Tagging and Dependency Parsing0
Stacking of Dependency and Phrase Structure Parsers0
Stacking or Supertagging for Dependency Parsing -- What's the Difference?0
Stack-propagation: Improved Representation Learning for Syntax0
Stanford's Graph-based Neural Dependency Parser at the CoNLL 2017 Shared Task0
Statistical Syntactic Parsing for Latvian0
Steps to Excellence: Simple Inference with Refined Scoring of Dependency Trees0
Stop-probability estimates computed on a large corpus improve Unsupervised Dependency Parsing0
Strategies for Contiguous Multiword Expression Analysis and Dependency Parsing0
Strength in Numbers: Averaging and Clustering Effects in Mixture of Experts for Graph-Based Dependency Parsing0
Structured Belief Propagation for NLP0
Structured Prediction via Learning to Search under Bandit Feedback0
Structured Sentiment Analysis as Transition-based Dependency Parsing0
Structured Training for Neural Network Transition-Based Parsing0
Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing0
Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing0
Subword ELMo0
Supersense Embeddings: A Unified Model for Supersense Interpretation, Prediction, and Utilization0
Supervised Model Learning with Feature Grouping based on a Discrete Constraint0
Supervised Treebank Conversion: Data and Approaches0
Surface Statistics of an Unknown Language Indicate How to Parse It0
Sur l'impact des contraintes structurelles pour l'analyse en d\'ependances profondes fond\'ee sur les graphes (On the impact of structural constraints for graph-based deep dependency parsing)0
Survey on parsing three dependency representations for English0
SWEGRAM -- A Web-Based Tool for Automatic Annotation and Analysis of Swedish Texts0
Syntactic annotation of spontaneous speech: application to call-center conversation data0
Syntactic-GCN Bert based Chinese Event Extraction0
Syntactic Identification of Occurrences of Multiword Expressions in Text using a Lexicon with Dependency Structures0
Show:102550
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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