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 201250 of 1407 papers

TitleStatusHype
Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary TasksCode0
Scene Graph Parsing via Abstract Meaning Representation in Pre-trained Language Models0
ZHIXIAOBAO at SemEval-2022 Task 10: Apporoaching Structured Sentiment with Graph Parsing0
Dependency Parsing with Backtracking using Deep Reinforcement Learning0
Building an Endangered Language Resource in the Classroom: Universal Dependencies for KakataiboCode0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese0
Unsupervised Sentence Simplification via Dependency ParsingCode0
Pre-training and Evaluating Transformer-based Language Models for Icelandic0
Multilingual Comparative Analysis of Deep-Learning Dependency Parsing Results Using Parallel Corpora0
Tâches auxiliaires pour l’analyse biaffine en graphes de dépendances (Auxiliary tasks to boost Biaffine Semantic Dependency Parsing)0
Ré-ordonnancement via programmation dynamique pour l’adaptation cross-lingue d’un analyseur en dépendances (Sentence reordering via dynamic programming for cross-lingual dependency parsing )0
A Corpus for Suggestion Mining of German Peer Feedback0
BERTrade: Using Contextual Embeddings to Parse Old French0
Extending the SSJ Universal Dependencies Treebank for Slovenian: Was It Worth It?0
Diachronic Parsing of Pre-Standard Irish0
Frustratingly Easy Performance Improvements for Low-resource Setups: A Tale on BERT and Segment Embeddings0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language SpecificationsCode0
Accurate Dependency Parsing and Tagging of Latin0
Semantic Parsing of Interpage Relations0
Cross-lingual Inflection as a Data Augmentation Method for Parsing0
Using dependency parsing for few-shot learning in distributional semantics0
Improve Discourse Dependency Parsing with Contextualized Representations0
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil0
Evaluating zero-shot transfers and multilingual models for dependency parsing and POS tagging within the low-resource language family Tupían0
TwittIrish: A Universal Dependencies Treebank of Tweets in Modern IrishCode0
Semi-supervised Domain Adaptation for Dependency Parsing with Dynamic Matching Network0
New syntactic insights for automated Wolof Universal Dependency parsing0
Systematic Inequalities in Language Technology Performance across the World’s LanguagesCode0
LyS_ACoruña at SemEval-2022 Task 10: Repurposing Off-the-Shelf Tools for Sentiment Analysis as Semantic Dependency Parsing0
Out-of-Domain Evaluation of Finnish Dependency ParsingCode0
Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field InferenceCode0
On Efficiently Acquiring Annotations for Multilingual ModelsCode0
Revisiting the Effects of Leakage on Dependency ParsingCode0
Probing for Labeled Dependency TreesCode0
Neural Token Segmentation for High Token-Internal Complexity0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum LearningCode0
Modeling Structure with Undirected Neural NetworksCode0
Measuring and Reducing Model Update Regression in Structured Prediction for NLP0
Schema-Free Dependency Parsing via Sequence Generation0
Systematic Investigation of Strategies Tailored for Low-Resource Settings for Low-Resource Dependency ParsingCode0
A Higher-Order Semantic Dependency ParserCode0
Unsupervised Sentence Simplification via Dependency Parsing0
Automatic Correction of Syntactic Dependency Annotation Differences0
Machine Learning for Food Review and Recommendation0
Biaffine Discourse Dependency Parsing0
Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages0
Syntactic-GCN Bert based Chinese Event Extraction0
Is syntax structure modeling worth? Leveraging pattern-driven modeling to enable affordable sentiment dependency learning0
Multi-modal Dependency Tree for Video Captioning0
Dependency Parsing in a Morphological rich language, Tamil0
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