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 701750 of 1407 papers

TitleStatusHype
Neural Network for Heterogeneous Annotations0
Neural Reranking for Dependency Parsing: An Evaluation0
Neural Shift-Reduce CCG Semantic Parsing0
Neural Syntactic Generative Models with Exact Marginalization0
Neural Token Segmentation for High Token-Internal Complexity0
New syntactic insights for automated Wolof Universal Dependency parsing0
NiuParser: A Chinese Syntactic and Semantic Parsing Toolkit0
NJU-Parser: Achievements on Semantic Dependency Parsing0
NLPre: a revised approach towards language-centric benchmarking of Natural Language Preprocessing systems0
Noise reduction and targeted exploration in imitation learning for Abstract Meaning Representation parsing0
Nonconvex Global Optimization for Latent-Variable Models0
Non-Deterministic Oracles for Unrestricted Non-Projective Transition-Based Dependency Parsing0
Non-Euclidean Hierarchical Representational Learning using Hyperbolic Graph Neural Networks for Environmental Claim Detection0
Non-Monotonic Parsing of Fluent Umm I mean Disfluent Sentences0
Non-Projective Dependency Parsing with Non-Local Transitions0
Norm It! Lexical Normalization for Italian and Its Downstream Effects for Dependency Parsing0
Not All Contexts Are Created Equal: Better Word Representations with Variable Attention0
Not All Linearizations Are Equally Data-Hungry in Sequence Labeling Parsing0
Notes About a More Aware Dependency Parser0
NTNU-1@ScienceIE at SemEval-2017 Task 10: Identifying and Labelling Keyphrases with Conditional Random Fields0
OCLSP at SemEval-2016 Task 9: Multilayered LSTM as a Neural Semantic Dependency Parser0
OFrLex: A Computational Morphological and Syntactic Lexicon for Old French0
Old French Dependency Parsing: Results of Two Parsers Analysed from a Linguistic Point of View0
On Amortizing Inference Cost for Structured Prediction0
On-line Multilingual Linguistic Services0
On maximum spanning DAG algorithms for semantic DAG parsing0
On the Definition of Japanese Word0
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions0
On the Effect of Head Tagging on Parsing Discontinuous Dependencies in French (Influence de l'\'etiquetage syntaxique des t\^etes sur l'analyse en d\'ependances discontinues du fran ) [in French]0
On the Importance of Ezafe Construction in Persian Parsing0
On the order of Words in Italian: a Study on Genre vs Complexity0
On the Sensitivity and Stability of Model Interpretations0
On WordNet Semantic Classes and Dependency Parsing0
Open Relation Extraction for Polish: Preliminary Experiments0
OPFI: A Tool for Opinion Finding in Polish0
Optimal Incremental Parsing via Best-First Dynamic Programming0
Optimizing a PoS Tagset for Norwegian Dependency Parsing0
OSU\_CHGCG at SemEval-2016 Task 9 : Chinese Semantic Dependency Parsing with Generalized Categorial Grammar0
Overview of CAPITEL Shared Tasks at IberLEF 2020: Named Entity Recognition and Universal Dependencies Parsing0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification0
Palmyra: A Platform Independent Dependency Annotation Tool for Morphologically Rich Languages0
Parse, Price and Cut---Delayed Column and Row Generation for Graph Based Parsers0
Parser lexicalisation through self-learning0
Parsing Any Domain English text to CoNLL dependencies0
Parsing as Reduction0
Parsing as Reduction0
Parsing as Tagging0
Parsing Croatian and Serbian by Using Croatian Dependency Treebanks0
Parsing Heterogeneous Corpora with a Rich Dependency Grammar0
Parsing Hindi with MDParser0
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