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 13511400 of 1407 papers

TitleStatusHype
Dependency Parsing as Head SelectionCode0
Modeling Structure with Undirected Neural NetworksCode0
Template Kernels for Dependency ParsingCode0
Monotonicity Marking from Universal Dependency TreesCode0
Hierarchical information matters: Text classification via tree based graph neural networkCode0
Hybrid Oracle: Making Use of Ambiguity in Transition-based Chinese Dependency ParsingCode0
When Only Time Will Tell: Interpreting How Transformers Process Local Ambiguities Through the Lens of Restart-IncrementalityCode0
Monte Carlo Syntax Marginals for Exploring and Using Dependency ParsesCode0
A Higher-Order Semantic Dependency ParserCode0
Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic OraclesCode0
Textless Dependency Parsing by Labeled Sequence PredictionCode0
Tracing the Development of the Virtual Particle Concept Using Semantic Change DetectionCode0
SparseMAP: Differentiable Sparse Structured InferenceCode0
Multi-Layer Pseudo-Siamese Biaffine Model for Dependency ParsingCode0
MultiLexNorm: A Shared Task on Multilingual Lexical NormalizationCode0
Multilingual Back-and-Forth Conversion between Content and Function Head for Easy Dependency ParsingCode0
Cross-Cultural Similarity Features for Cross-Lingual Transfer Learning of Pragmatically Motivated TasksCode0
Auxiliary Tasks to Boost Biaffine Semantic Dependency ParsingCode0
Multilingual Dependency Parsing for Low-Resource Languages: Case Studies on North Saami and Komi-ZyrianCode0
Character-Level Chinese Dependency Parsing via Modeling Latent Intra-Word StructureCode0
Specializing Multilingual Language Models: An Empirical StudyCode0
Multilingual is not enough: BERT for FinnishCode0
Read, Tag, and Parse All at Once, or Fully-neural Dependency ParsingCode0
A non-projective greedy dependency parser with bidirectional LSTMsCode0
Improved Transition-Based Parsing by Modeling Characters instead of Words with LSTMsCode0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language SpecificationsCode0
"Wikily" Supervised Neural Translation Tailored to Cross-Lingual TasksCode0
Reconstructing the house from the ad: Structured prediction on real estate classifiedsCode0
A Sub-Character Architecture for Korean Language ProcessingCode0
Valency-Augmented Dependency ParsingCode0
The AI-KU System at the SPMRL 2013 Shared Task : Unsupervised Features for Dependency ParsingCode0
Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary TasksCode0
Recursive Subtree Composition in LSTM-Based Dependency ParsingCode0
Multi-source synthetic treebank creation for improved cross-lingual dependency parsingCode0
Multi Task Deep Morphological Analyzer: Context Aware Joint Morphological Tagging and Lemma PredictionCode0
Unsupervised Learning of Syntactic Structure with Invertible Neural ProjectionsCode0
Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First StrategiesCode0
Improving Low-Resource Cross-lingual Parsing with Expected Statistic RegularizationCode0
Multi-View Attention Syntactic Enhanced Graph Convolutional Network for Aspect-based Sentiment AnalysisCode0
Reduction of Parameter Redundancy in Biaffine Classifiers with Symmetric and Circulant Weight MatricesCode0
The CMU METAL Farsi NLP ApproachCode0
Cross-Lingual Dependency Parsing with Late Decoding for Truly Low-Resource LanguagesCode0
Word Ordering as Unsupervised Learning Towards Syntactically Plausible Word RepresentationsCode0
Arc-swift: A Novel Transition System for Dependency ParsingCode0
Assessment of Pre-Trained Models Across Languages and GrammarsCode0
Neural Aspect and Opinion Term Extraction with Mined Rules as Weak SupervisionCode0
An improved neural network model for joint POS tagging and dependency parsingCode0
Neural End-to-End Learning for Computational Argumentation MiningCode0
ÚFAL LatinPipe at EvaLatin 2024: Morphosyntactic Analysis of LatinCode0
A Graph-based Model for Joint Chinese Word Segmentation and Dependency ParsingCode0
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