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 10011050 of 1407 papers

TitleStatusHype
Modified Dirichlet Distribution: Allowing Negative Parameters to Induce Stronger Sparsity0
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
Morphological and Syntactic Case in Statistical Dependency Parsing0
Morpho-syntactic Lexicon Generation Using Graph-based Semi-supervised Learning0
Moving TIGER beyond Sentence-Level0
MRL Parsing Without Tears: The Case of Hebrew0
Multi-layer Biaffine Model for Neural Dependency Parsing0
Multilingual Comparative Analysis of Deep-Learning Dependency Parsing Results Using Parallel Corpora0
Multi-lingual Dependency Parsing Evaluation: a Large-scale Analysis of Word Order Properties using Artificial Data0
Multilingual Dependency Parsing for Low-Resource African Languages: Case Studies on Bambara, Wolof, and Yoruba0
Multilingual discriminative lexicalized phrase structure parsing0
Multilingual Joint Parsing of Syntactic and Semantic Dependencies with a Latent Variable Model0
Multilingual Pre-training with Universal Dependency Learning0
Multilingual Projection for Parsing Truly Low-Resource Languages0
Multilingual Training of Crosslingual Word Embeddings0
Multilingual Universal Dependency Parsing from Raw Text with Low-Resource Language Enhancement0
Multi-modal Dependency Tree for Video Captioning0
Multi-Model and Crosslingual Dependency Analysis0
Multiple Tasks Integration: Tagging, Syntactic and Semantic Parsing as a Single Task0
Multi-Round Parsing-based Multiword Rules for Scientific OpenIE0
Multitask Easy-First Dependency Parsing: Exploiting Complementarities of Different Dependency Representations0
Multi-view Chinese Treebanking0
NAIST at the HOO 2012 Shared Task0
NEUDM: A System for Topic-Based Message Polarity Classification0
Neural and rule-based Finnish NLP models---expectations, experiments and experiences0
Neural Approaches for Data Driven Dependency Parsing in Sanskrit0
Neural Dependency Parsing of Biomedical Text: TurkuNLP entry in the CRAFT Structural Annotation Task0
Neural Greedy Constituent Parsing with Dynamic Oracles0
Neural Headline Generation on Abstract Meaning Representation0
Neural Joint Model for Transition-based Chinese Syntactic Analysis0
Neural Network based Deep Transfer Learning for Cross-domain Dependency Parsing0
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
Show:102550
← PrevPage 21 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