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 101150 of 1407 papers

TitleStatusHype
Improving Low-Resource Cross-lingual Parsing with Expected Statistic RegularizationCode0
SGRAM: Improving Scene Graph Parsing via Abstract Meaning Representation0
Algorithms for Weighted Pushdown AutomataCode0
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Cross-Dialect Social Media Dependency Parsing for Social Scientific Entity Attribute AnalysisCode0
Using Language Models to Improve Rule-based Linguistic Annotation of Modern Historical Japanese CorporaCode0
Enolp musk@SMM4H’22 : Leveraging Pre-trained Language Models for Stance And Premise ClassificationCode0
Multi-Layer Pseudo-Siamese Biaffine Model for Dependency ParsingCode0
Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency ParsingCode0
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency ParsingCode0
Method Entity Extraction from Biomedical Texts0
Dialo-AP: A Dependency Parsing Based Argument Parser for DialoguesCode0
Yet Another Format of Universal Dependencies for KoreanCode0
EDU-AP: Elementary Discourse Unit based Argument ParserCode0
UDapter: Typology-based Language Adapters for Multilingual Dependency Parsing and Sequence Labeling0
A Novel Multi-Task Learning Approach for Context-Sensitive Compound Type Identification in SanskritCode0
ATP: A holistic attention integrated approach to enhance ABSA0
Court Judgement Labeling Using Topic Modeling and Syntactic ParsingCode0
Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text0
DadmaTools: Natural Language Processing Toolkit for Persian LanguageCode2
TurkishDelightNLP: A Neural Turkish NLP ToolkitCode0
Scene Graph Parsing via Abstract Meaning Representation in Pre-trained Language Models0
Modal Dependency Parsing via Language Model PrimingCode0
Hitachi at SemEval-2022 Task 10: Comparing Graph- and Seq2Seq-based Models Highlights Difficulty in Structured Sentiment Analysis0
ZHIXIAOBAO at SemEval-2022 Task 10: Apporoaching Structured Sentiment with Graph Parsing0
SHARP: Search-Based Adversarial Attack for Structured Prediction0
Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary TasksCode0
Dependency Parsing with Backtracking using Deep Reinforcement Learning0
Center-Embedding and Constituency in the Brain and a New Characterization of Context-Free LanguagesCode1
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
Diachronic Parsing of Pre-Standard Irish0
Multilingual Comparative Analysis of Deep-Learning Dependency Parsing Results Using Parallel Corpora0
Extending the SSJ Universal Dependencies Treebank for Slovenian: Was It Worth It?0
A Corpus for Suggestion Mining of German Peer Feedback0
Pre-training and Evaluating Transformer-based Language Models for Icelandic0
Accurate Dependency Parsing and Tagging of Latin0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language SpecificationsCode0
Frustratingly Easy Performance Improvements for Low-resource Setups: A Tale on BERT and Segment Embeddings0
BERTrade: Using Contextual Embeddings to Parse Old French0
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
Tâches auxiliaires pour l’analyse biaffine en graphes de dépendances (Auxiliary tasks to boost Biaffine Semantic Dependency Parsing)0
Semantic Parsing of Interpage Relations0
Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for MalteseCode1
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
Systematic Inequalities in Language Technology Performance across the World’s LanguagesCode0
Unsupervised Dependency Graph NetworkCode1
Show:102550
← PrevPage 3 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