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 801850 of 1407 papers

TitleStatusHype
Ré-ordonnancement via programmation dynamique pour l’adaptation cross-lingue d’un analyseur en dépendances (Sentence reordering via dynamic programming for cross-lingual dependency parsing )0
Replacing OOV Words For Dependency Parsing With Distributional Semantics0
Representation of Morphosyntactic Units and Coordination Structures in the Turkish Dependency Treebank0
(Re)ranking Meets Morphosyntax: State-of-the-art Results from the SPMRL 2013 Shared Task0
Research on Annotation Rules and Recognition Algorithm Based on Phrase Window0
Resource Constrained Structured Prediction0
Reusable Phrase Extraction Based on Syntactic Parsing0
Revisiting Embedding Features for Simple Semi-supervised Learning0
Revisiting Structured Sentiment Analysis as Latent Dependency Graph Parsing0
Revisiting the Phenomenon of Syntactic Complexity Convergence on German Dialogue Data0
Riga: from FrameNet to Semantic Frames with C6.0 Rules0
Right-truncatable Neural Word Embeddings0
RobertNLP at the IWPT 2021 Shared Task: Simple Enhanced UD Parsing for 17 Languages0
Robust Extraction of Metaphor from Novel Data0
融合多粒度特征的低资源语言词性标记和依存分析联合模型(A Joint Model with Multi-Granularity Features of Low-resource Language POS Tagging and Dependency Parsing)0
Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement0
Scene Graph Parsing via Abstract Meaning Representation in Pre-trained Language Models0
Schema-Free Dependency Parsing via Sequence Generation0
Schema-Free Dependency Parsing via Sequence Generation0
Segmentation Granularity in Dependency Representations for Korean0
Selection Bias, Label Bias, and Bias in Ground Truth0
Selective Sharing for Multilingual Dependency Parsing0
Self Attended Stack-Pointer Networks for Learning Long Term Dependencies0
Semantic-based Unsupervised Framing Analysis (SUFA): A Novel Approach for Computational Framing Analysis0
Semantic Dependency Graph Parsing Using Tree Approximations0
Semantic Dependency Parsing via Book Embedding0
Semantic Parsing for Textual Entailment0
Semantic Parsing of Interpage Relations0
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments0
Semantic Role Labeling for Knowledge Graph Extraction from Text0
Semantics as a Foreign Language0
SemEval-2012 Task 5: Chinese Semantic Dependency Parsing0
SemEval 2014 Task 8: Broad-Coverage Semantic Dependency Parsing0
SemEval 2015 Task 18: Broad-Coverage Semantic Dependency Parsing0
SemEval-2016 Task 9: Chinese Semantic Dependency Parsing0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank0
Semi-supervised Autoencoding Projective Dependency Parsing0
Semi-supervised Dependency Parsing using Lexical Affinities0
Semi-supervised Dependency Parsing using Bilexical Contextual Features from Auto-Parsed Data0
Semi-Supervised Dependency Parsing with Arc-Factored Variational Autoencoding0
Semi-supervised Domain Adaptation for Dependency Parsing via Improved Contextualized Word Representations0
Semi-supervised Domain Adaptation for Dependency Parsing with Dynamic Matching Network0
Semi-Supervised Feature Transformation for Dependency Parsing0
Semi-Supervised Methods for Out-of-Domain Dependency Parsing0
Semi-supervised Parsing with a Variational Autoencoding Parser0
Semi-Supervised Semantic Role Labeling with Cross-View Training0
Semi-Supervised Technical Term Tagging With Minimal User Feedback0
Sentence Modeling with Gated Recursive Neural Network0
Sentence Rephrasing for Parsing Sentences with OOV Words0
Sequential Graph Dependency Parser0
Show:102550
← PrevPage 17 of 29Next →

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