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

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Showing 301–350 of 1407 papers

TitleStatusHype
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich LanguagesCode0
Controlling Hallucinations at Word Level in Data-to-Text GenerationCode1
Syntactic Nuclei in Dependency Parsing -- A Multilingual Exploration—0
Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning—0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification—0
A Gamification of Japanese Dependency Parsing—0
Trankit: A Light-Weight Transformer-based Toolkit for Multilingual Natural Language ProcessingCode1
PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingCode1
Improving Portuguese Semantic Role Labeling with Transformers and Transfer LearningCode1
ThamizhiUDp: A Dependency Parser for TamilCode1
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank—0
End-to-End Chinese Parsing Exploiting Lexicons—0
Codeswitched Sentence Creation using Dependency ParsingCode0
Eyes on the Parse: Using Gaze Features in Syntactic Parsing—0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit—0
Cookpad Parsed Corpus: Linguistic Annotations of Japanese Recipes—0
Self Attended Stack-Pointer Networks for Learning Long Term Dependencies—0
PALMYRA 2.0: A Configurable Multilingual Platform Independent Tool for Morphology and Syntax AnnotationCode1
Parsing in the absence of related languages: Evaluating low-resource dependency parsers on Tagalog—0
First Steps towards Universal Dependencies for Laz—0
Applying Graph Neural Networks for Vietnamese Dependency Parsing—0
A Joint Deep Contextualized Word Representation for Deep Biaffine Dependency Parsing—0
Implementing Bi-LSTM-based deep biaffine neural dependency parser for Vietnamese Universal Dependency Parsing—0
VLSP 2020 Shared Task: Universal Dependency Parsing for Vietnamese—0
Data Augmentation via Subtree Swapping for Dependency Parsing of Low-Resource Languages—0
VICTR: Visual Information Captured Text Representation for Text-to-Vision Multimodal TasksCode1
Semi-supervised Domain Adaptation for Dependency Parsing via Improved Contextualized Word Representations—0
When Beards Start Shaving Men: A Subject-object Resolution Test Suite for Morpho-syntactic and Semantic Model IntrospectionCode0
Multitask Easy-First Dependency Parsing: Exploiting Complementarities of Different Dependency Representations—0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities—0
Lin: Unsupervised Extraction of Tasks from Textual CommunicationCode0
Semi-Supervised Dependency Parsing with Arc-Factored Variational Autoencoding—0
StructFormer: Joint Unsupervised Induction of Dependency and Constituency Structure from Masked Language ModelingCode1
Enhancing deep neural networks with morphological informationCode0
Exploiting Cross-Dialectal Gold Syntax for Low-Resource Historical Languages: Towards a Generic Parser for Pre-Modern SlavicCode0
Overview of CAPITEL Shared Tasks at IberLEF 2020: Named Entity Recognition and Universal Dependencies Parsing—0
Semi-supervised Autoencoding Projective Dependency Parsing—0
Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues—0
An Empirical Exploration of Local Ordering Pre-training for Structured Prediction—0
Cross-Lingual Dependency Parsing by POS-Guided Word Reordering—0
A structure-enhanced graph convolutional network for sentiment analysis—0
From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers—0
Keep it Surprisingly Simple: A Simple First Order Graph Based Parsing Model for Joint Morphosyntactic Parsing in Sanskrit—0
Some Languages Seem Easier to Parse Because Their Treebanks Leak—0
Inducing Target-Specific Latent Structures for Aspect Sentiment Classification—0
Bracketing Encodings for 2-Planar Dependency ParsingCode1
A Unifying Theory of Transition-based and Sequence Labeling ParsingCode1
Second-Order Unsupervised Neural Dependency ParsingCode1
Applying Occam's Razor to Transformer-Based Dependency Parsing: What Works, What Doesn't, and What is Really NecessaryCode1
Semantic Role Labeling as Syntactic Dependency ParsingCode1
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All datasetsPenn TreebankUniversal DependenciesGENIA - LASGENIA - UASTweebankCoNLL-2009French GSDParTUTSequoia TreebankSpoken CorpusChinese TreebankDaNE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26—Unverified
2DMPar + XLNetLAS95.92—Unverified
3ACELAS95.8—Unverified
4Deep Biaffine + RoBERTaLAS95.75—Unverified
5HPSG Parser (Joint) + XLNetLAS95.72—Unverified
6MFVILAS95.34—Unverified
7CVT + Multi-TaskLAS95.02—Unverified
8RNG TransformerLAS95.01—Unverified
9SpanRelLAS94.7—Unverified
10CRFParLAS94.49—Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6—Unverified
2UDifyLAS80.43—Unverified
3HIT-SCIRLAS75.84—Unverified
4Stanford+LAS74.16—Unverified
5TurkuNLPLAS73.28—Unverified
6UDPipe 2.0LAS73.11—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92—Unverified
2SciBERT (SciVocab)F191.41—Unverified
3SciBERT (Base Vocab)F191.26—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84—Unverified
2SciBERT (SciVocab)F192.46—Unverified
3SciBERT (Base Vocab)F192.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4—Unverified
2Ensemble (20)Labelled Attachment Score79.4—Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52—Unverified
2Biaffine ParserLAS85.38—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47—Unverified
2UDifyLAS91.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9—Unverified
2UDifyLAS88.06—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39—Unverified
2UDifyLAS90.05—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37—Unverified
2UDifyLAS80.01—Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69—Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33—Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13—Unverified