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 12011250 of 1407 papers

TitleStatusHype
Algorithms for Weighted Pushdown AutomataCode0
A Systematic Study of Leveraging Subword Information for Learning Word RepresentationsCode0
Substitute Based SCODE Word Embeddings in Supervised NLP TasksCode0
Jigg: A Framework for an Easy Natural Language Processing PipelineCode0
Building an Ellipsis-aware Chinese Dependency Treebank for Web TextCode0
Evaluation of automatic collocation extraction methods for language learningCode0
On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency ParsingCode0
On Efficiently Acquiring Annotations for Multilingual ModelsCode0
On Extended Long Short-term Memory and Dependent Bidirectional Recurrent Neural NetworkCode0
Diversity-Aware Batch Active Learning for Dependency ParsingCode0
Cross-lingual Dependency Parsing with Unlabeled Auxiliary LanguagesCode0
Cross-lingual Dependency Parsing Based on Distributed RepresentationsCode0
Building a Kannada POS Tagger Using Machine Learning and Neural Network ModelsCode0
Joint Learning of POS and Dependencies for Multilingual Universal Dependency ParsingCode0
BRENT: Bidirectional Retrieval Enhanced Norwegian TransformerCode0
On the Challenges of Fully Incremental Neural Dependency ParsingCode0
Exploiting Cross-Dialectal Gold Syntax for Low-Resource Historical Languages: Towards a Generic Parser for Pre-Modern SlavicCode0
Bounded-Depth High-Coverage Search Space for Noncrossing ParsesCode0
A Novel Multi-Task Learning Approach for Context-Sensitive Compound Type Identification in SanskritCode0
Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding TransformationCode0
On the Sensitivity and Stability of Model Interpretations in NLPCode0
Joint Syntacto-Discourse Parsing and the Syntacto-Discourse TreebankCode0
Exploiting Synergies Between Open Resources for German Dependency Parsing, POS-tagging, and Morphological AnalysisCode0
Treebank Embedding Vectors for Out-of-domain Dependency ParsingCode0
What Do Recurrent Neural Network Grammars Learn About Syntax?Code0
Dependency Induction Through the Lens of Visual PerceptionCode0
Exploring Contextualized Neural Language Models for Temporal Dependency ParsingCode0
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over TablesCode0
On the Relation between Syntactic Divergence and Zero-Shot PerformanceCode0
Tree-Stack LSTM in Transition Based Dependency ParsingCode0
Dependency Graph Parsing as Sequence LabelingCode0
Universal Dependencies Parsing for Colloquial Singaporean EnglishCode0
Open Intent Discovery through Unsupervised Semantic Clustering and Dependency ParsingCode0
TurkishDelightNLP: A Neural Turkish NLP ToolkitCode0
Language Embeddings for Typology and Cross-lingual Transfer LearningCode0
Cross-Lingual BERT Transformation for Zero-Shot Dependency ParsingCode0
Yara Parser: A Fast and Accurate Dependency ParserCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Extracting Victim Counts from TextCode0
Yet Another Format of Universal Dependencies for KoreanCode0
Bidirectional Transition-Based Dependency ParsingCode0
The Stanford CoreNLP Natural Language Processing ToolkitCode0
Factuality Assessment as Modal Dependency ParsingCode0
Distilling Knowledge for Search-based Structured PredictionCode0
Out-of-Domain Evaluation of Finnish Dependency ParsingCode0
Fast(er) Exact Decoding and Global Training for Transition-Based Dependency Parsing via a Minimal Feature SetCode0
Distilling an Ensemble of Greedy Dependency Parsers into One MST ParserCode0
Bi-directional Attention with Agreement for Dependency ParsingCode0
Universal Dependency Parsing for Hindi-English Code-switchingCode0
Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency ParsingCode0
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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