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 11511200 of 1407 papers

TitleStatusHype
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
Effective Representation for Easy-First Dependency ParsingCode0
Rethinking Self-Attention: Towards Interpretability in Neural ParsingCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
EDU-AP: Elementary Discourse Unit based Argument ParserCode0
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMsCode0
\'UFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared TaskCode0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum LearningCode0
Encoder-Decoder Shift-Reduce Syntactic ParsingCode0
INNOVATORS at SemEval-2021 Task-11: A Dependency Parsing and BERT-based model for Extracting Contribution Knowledge from Scientific PapersCode0
Revisiting the Effects of Leakage on Dependency ParsingCode0
End-to-End Argument Mining over Varying Rhetorical StructuresCode0
Cross-Lingual Dependency Parsing with Late Decoding for Truly Low-Resource LanguagesCode0
A Morphology-Based Representation Model for LSTM-Based Dependency Parsing of Agglutinative LanguagesCode0
Revisiting Tri-training of Dependency ParsersCode0
English-Bhojpuri SMT System: Insights from the Karaka ModelCode0
Integrating Supertag Features into Neural Discontinuous Constituent ParsingCode0
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency ParsingCode0
UniParse: A universal graph-based parsing toolkitCode0
DRAGNN: A Transition-based Framework for Dynamically Connected Neural NetworksCode0
Enhancing deep neural networks with morphological informationCode0
A Tidy Data Model for Natural Language Processing using cleanNLPCode0
Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency ParsingCode0
Structural Knowledge Distillation: Tractably Distilling Information for Structured PredictorCode0
Enolp musk@SMM4H’22 : Leveraging Pre-trained Language Models for Stance And Premise ClassificationCode0
Non-Projective Dependency Parsing via Latent Heads Representation (LHR)Code0
Non-Projective Dependency Parsing with Non-Local TransitionsCode0
Unsupervised Sentence Simplification via Dependency ParsingCode0
Robust Multilingual Part-of-Speech Tagging via Adversarial TrainingCode0
High-order Joint Constituency and Dependency ParsingCode0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich LanguagesCode0
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency ParsingCode0
Error-repair Dependency Parsing for Ungrammatical TextsCode0
CamemBERT: a Tasty French Language ModelCode0
A Novel Neural Network Model for Joint POS Tagging and Graph-based Dependency ParsingCode0
Building an Endangered Language Resource in the Classroom: Universal Dependencies for KakataiboCode0
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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