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 51100 of 1407 papers

TitleStatusHype
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
ÚFAL at MultiLexNorm 2021: Improving Multilingual Lexical Normalization by Fine-tuning ByT5Code1
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure ParsingCode1
Unsupervised Dependency Graph NetworkCode1
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTaCode1
Dependency Parsing as MRC-based Span-Span PredictionCode1
Enhanced Universal Dependency Parsing with Second-Order Inference and Mixture of Training DataCode1
Dual Graph Convolutional Networks for Aspect-based Sentiment AnalysisCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment AnalysisCode1
Semi-Supervised Semantic Dependency Parsing Using CRF AutoencodersCode1
Efficient Second-Order TreeCRF for Neural Dependency ParsingCode1
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media AnalysisCode1
Adversarial Attack and Defense of Structured Prediction ModelsCode1
Enhancing Aspect-level Sentiment Analysis with Word DependenciesCode1
Bracketing Encodings for 2-Planar Dependency ParsingCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Fast and Accurate Neural CRF Constituency ParsingCode1
From English To Foreign Languages: Transferring Pre-trained Language ModelsCode1
A Root of a Problem: Optimizing Single-Root Dependency ParsingCode1
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue SystemsCode1
Headed-Span-Based Projective Dependency ParsingCode1
HuSpaCy: an industrial-strength Hungarian natural language processing toolkitCode1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
A Unifying Theory of Transition-based and Sequence Labeling ParsingCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
Structure-Invariant Testing for Machine TranslationCode1
On Finding the K-best Non-projective Dependency TreesCode1
PALMYRA 2.0: A Configurable Multilingual Platform Independent Tool for Morphology and Syntax AnnotationCode1
Parsing as PretrainingCode1
calamanCy: A Tagalog Natural Language Processing ToolkitCode1
Center-Embedding and Constituency in the Brain and a New Characterization of Context-Free LanguagesCode1
Please Mind the Root: Decoding Arborescences for Dependency ParsingCode1
Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for MalteseCode1
Combining (second-order) graph-based and headed-span-based projective dependency parsingCode1
Controlling Hallucinations at Word Level in Data-to-Text GenerationCode1
SciBERT: A Pretrained Language Model for Scientific TextCode1
A Morphology-Based Representation Model for LSTM-Based Dependency Parsing of Agglutinative LanguagesCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Effective Representation for Easy-First Dependency ParsingCode0
DRAGNN: A Transition-based Framework for Dynamically Connected Neural NetworksCode0
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency ParsingCode0
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich LanguagesCode0
Algorithms for Weighted Pushdown AutomataCode0
EDU-AP: Elementary Discourse Unit based Argument ParserCode0
Encoder-Decoder Shift-Reduce Syntactic ParsingCode0
DisSent: Sentence Representation Learning from Explicit Discourse RelationsCode0
DisSent: Learning Sentence Representations from Explicit Discourse RelationsCode0
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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