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 901950 of 1407 papers

TitleStatusHype
Syntactic Nuclei in Dependency Parsing -- A Multilingual Exploration0
Syntactic Processing Using Global Discriminative Learning and Beam-Search Decoding0
Syntactic Structure Processing in the Brain while Listening0
Syntactic Transfer Using a Bilingual Lexicon0
Syntax Aware LSTM Model for Chinese Semantic Role Labeling0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction0
Syntax-Guided Transformers: Elevating Compositional Generalization and Grounding in Multimodal Environments0
SyntaxNet Models for the CoNLL 2017 Shared Task0
System Description: Dependency-based Pre-ordering for Japanese-Chinese Machine Translation0
T\"ubingen system in VarDial 2017 shared task: experiments with language identification and cross-lingual parsing0
Tâches auxiliaires pour l’analyse biaffine en graphes de dépendances (Auxiliary tasks to boost Biaffine Semantic Dependency Parsing)0
TAG: Toward Accurate Social Media Content Tagging with a Concept Graph0
Tailoring Continuous Word Representations for Dependency Parsing0
Target Language Adaptation of Discriminative Transfer Parsers0
TDParse: Multi-target-specific sentiment recognition on Twitter0
Technical notes: Syntax-aware Representation Learning With Pointer Networks0
Test Sets for Chinese Nonlocal Dependency Parsing0
Text Completion using Context-Integrated Dependency Parsing0
Text-level Discourse Dependency Parsing0
Textual Entailment based Question Generation0
Thai Universal Dependency Treebank0
The AI2 system at SemEval-2017 Task 10 (ScienceIE): semi-supervised end-to-end entity and relation extraction0
The Best of Both Worlds -- A Graph-based Completion Model for Transition-based Parsers0
The complexity of finding the maximum spanning DAG and other restrictions for DAG parsing of natural language0
The CoNLL-2013 Shared Task on Grammatical Error Correction0
The Covert Helps Parse the Overt0
The Denoised Web Treebank: Evaluating Dependency Parsing under Noisy Input Conditions0
The Dependency-Parsed FrameNet Corpus0
The Effect of Dependency Representation Scheme on Syntactic Language Modelling0
The Effect of Higher-Order Dependency Features in Discriminative Phrase-Structure Parsing0
The Effect of Multiple Grammatical Errors on Processing Non-Native Writing0
The First Komi-Zyrian Universal Dependencies Treebanks0
The Haves and the Have-Nots: Leveraging Unlabelled Corpora for Sentiment Analysis0
The Hebrew Universal Dependency Treebank: Past Present and Future0
The HIT-SCIR System for End-to-End Parsing of Universal Dependencies0
The Impact of Automatic Morphological Analysis \& Disambiguation on Dependency Parsing of Turkish0
The Impact of Word Embeddings on Neural Dependency Parsing0
The Inside-Outside Recursive Neural Network model for Dependency Parsing0
The LIA Treebank of Spoken Norwegian Dialects0
The LIGM-Alpage architecture for the SPMRL 2013 Shared Task: Multiword Expression Analysis and Dependency Parsing0
The Morpho-syntactic Annotation of Animacy for a Dependency Parser0
The Norwegian Dependency Treebank0
The ParisNLP entry at the ConLL UD Shared Task 2017: A Tale of a \#ParsingTragedy0
The parse is darc and full of errors: Universal dependency parsing with transition-based and graph-based algorithms0
The Reading Machine: A Versatile Framework for Studying Incremental Parsing Strategies0
The SETimes.HR Linguistically Annotated Corpus of Croatian0
The SLT-Interactions Parsing System at the CoNLL 2018 Shared Task0
The Structured Weighted Violations Perceptron Algorithm0
The Study of Effect of Length in Morphological Segmentation of Agglutinative Languages0
Three Dependency-and-Boundary Models for Grammar Induction0
Show:102550
← PrevPage 19 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