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 351400 of 1407 papers

TitleStatusHype
Parsing Indonesian Sentence into Abstract Meaning Representation using Machine Learning Approach0
Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding TransformationCode0
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions0
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich LanguagesCode0
Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning0
Syntactic Nuclei in Dependency Parsing -- A Multilingual Exploration0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification0
A Gamification of Japanese Dependency Parsing0
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank0
End-to-End Chinese Parsing Exploiting Lexicons0
Codeswitched Sentence Creation using Dependency ParsingCode0
Lin: Unsupervised Extraction of Tasks from Textual CommunicationCode0
Eyes on the Parse: Using Gaze Features in Syntactic Parsing0
Applying Graph Neural Networks for Vietnamese Dependency Parsing0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities0
Implementing Bi-LSTM-based deep biaffine neural dependency parser for Vietnamese Universal Dependency Parsing0
A Joint Deep Contextualized Word Representation for Deep Biaffine Dependency Parsing0
Multitask Easy-First Dependency Parsing: Exploiting Complementarities of Different Dependency Representations0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit0
Data Augmentation via Subtree Swapping for Dependency Parsing of Low-Resource Languages0
Semi-supervised Domain Adaptation for Dependency Parsing via Improved Contextualized Word Representations0
When Beards Start Shaving Men: A Subject-object Resolution Test Suite for Morpho-syntactic and Semantic Model IntrospectionCode0
Semi-Supervised Dependency Parsing with Arc-Factored Variational Autoencoding0
Parsing in the absence of related languages: Evaluating low-resource dependency parsers on Tagalog0
Cookpad Parsed Corpus: Linguistic Annotations of Japanese Recipes0
First Steps towards Universal Dependencies for Laz0
Self Attended Stack-Pointer Networks for Learning Long Term Dependencies0
VLSP 2020 Shared Task: Universal Dependency Parsing for Vietnamese0
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 Parsing0
Semi-supervised Autoencoding Projective Dependency Parsing0
From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers0
Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues0
Some Languages Seem Easier to Parse Because Their Treebanks Leak0
Inducing Target-Specific Latent Structures for Aspect Sentiment Classification0
An Empirical Exploration of Local Ordering Pre-training for Structured PredictionCode0
Cross-Lingual Dependency Parsing by POS-Guided Word Reordering0
Keep it Surprisingly Simple: A Simple First Order Graph Based Parsing Model for Joint Morphosyntactic Parsing in Sanskrit0
A structure-enhanced graph convolutional network for sentiment analysis0
Structural Knowledge Distillation: Tractably Distilling Information for Structured PredictorCode0
Pareto Probing: Trading Off Accuracy for ComplexityCode0
A Survey of Unsupervised Dependency Parsing0
A Joint Model for Graph-based Chinese Dependency Parsing0
半监督跨领域语义依存分析技术研究(Semi-supervised Domain Adaptation for Semantic Dependency Parsing)0
Reusable Phrase Extraction Based on Syntactic Parsing0
Cross-Lingual Domain Adaptation for Dependency Parsing0
Cross-Lingual Dependency Parsing via Self-Training0
联合依存分析的汉语语义组合模型(Chinese Semantic Composition Model with Dependency Parsing)0
基于图神经网络的汉语依存分析和语义组合计算联合模型(Joint Learning Chinese Dependency Parsing and Semantic Composition based on Graph Neural Network)0
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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