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 251300 of 1407 papers

TitleStatusHype
Multilingual Pre-training with Universal Dependency Learning0
Dependency Parsing in a Morphological rich language, Tamil0
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP0
Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing0
Biaffine Discourse Dependency Parsing0
Schema-Free Dependency Parsing via Sequence Generation0
Improving Syntactic Parsing with Consistency Learning0
Multi-layer Biaffine Model for Neural Dependency Parsing0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis0
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments0
Unsupervised Dependency Graph Network0
Improve Discourse Dependency Parsing with Contextualized Representations0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning0
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data0
Developing neural machine translation models for Hungarian-English0
Word Reordering for Zero-shot Cross-lingual Structured Prediction0
“Wikily” Supervised Neural Translation Tailored to Cross-Lingual Tasks0
Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios?0
APGN: Adversarial and Parameter Generation Networks for Multi-Source Cross-Domain Dependency Parsing0
An in-depth look at Euclidean disk embeddings for structure preserving parsing0
MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer0
Unsupervised Domain Adaptation Method with Semantic-Structural Alignment for Dependency Parsing0
MultiLexNorm: A Shared Task on Multilingual Lexical NormalizationCode0
Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?0
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents0
Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing0
On the Sensitivity and Stability of Model Interpretations0
Cross-lingual Constituency Parsing with Linguistic Typology Knowledge0
TAG: Toward Accurate Social Media Content Tagging with a Concept Graph0
Systematic Inequalities in Language Technology Performance across the World's LanguagesCode0
Compositional Generalization in Dependency Parsing0
On the Relation between Syntactic Divergence and Zero-Shot PerformanceCode0
Unsupervised Cross-Lingual Transfer of Structured Predictors without Source DataCode0
Hierarchical information matters: Text classification via tree based graph neural networkCode0
Instance-Based Neural Dependency Parsing0
Dependency Structure for News Document Summarization0
Dependency Induction Through the Lens of Visual PerceptionCode0
Headed-Span-Based Projective Dependency Parsing0
Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation0
Revisiting Tri-training of Dependency ParsersCode0
What are the attackers doing now? Automating cyber threat intelligence extraction from text on pace with the changing threat landscape: A survey0
Sparse Fuzzy Attention for Structured Sentiment Analysis0
COMBO: State-of-the-Art Morphosyntactic Analysis0
Genre as Weak Supervision for Cross-lingual Dependency ParsingCode0
Graph-Based Decoding for Task Oriented Semantic Parsing0
How much pretraining data do language models need to learn syntax?0
Delexicalized Cross-lingual Dependency Parsing for Xibe0
The Impact of Word Embeddings on Neural Dependency Parsing0
ComboNER: A Lightweight All-In-One POS Tagger, Dependency Parser and NER0
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