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 11511200 of 1407 papers

TitleStatusHype
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language0
Constituency Parsing of Bulgarian: Word- vs Class-based Parsing0
A Japanese Word Dependency Corpus0
Deep Syntax Annotation of the Sequoia French Treebank0
Sentence Rephrasing for Parsing Sentences with OOV Words0
The SETimes.HR Linguistically Annotated Corpus of Croatian0
An open source part-of-speech tagger for Norwegian: Building on existing language resources0
Boosting the creation of a treebank0
A System for Experiments with Dependency Parsers0
Discosuite - A parser test suite for German discontinuous structures0
An Out-of-Domain Test Suite for Dependency Parsing of German0
An Empirical Comparison of Parsing Methods for Stanford Dependencies0
Special Techniques for Constituent Parsing of Morphologically Rich Languages0
Non-Monotonic Parsing of Fluent Umm I mean Disfluent Sentences0
Improving Dependency Parsers using Combinatory Categorial Grammar0
Projecting the Knowledge Graph to Syntactic Parsing0
XLike Project Language Analysis Services0
Improving Dependency Parsers with Supertags0
Adventures in Multilingual Parsing0
Deterministic Parsing using PCFGs0
Classifying Temporal Relations with Simple Features0
Regularized Structured Perceptron: A Case Study on Chinese Word Segmentation, POS Tagging and Parsing0
Converting Russian Dependency Treebank to Stanford Typed Dependencies Representation0
Generating Extractive Summaries of Scientific Paradigms0
Integrative Semantic Dependency Parsing via Efficient Large-scale Feature Selection0
Heterogeneous Networks and Their Applications: Scientometrics, Name Disambiguation, and Topic Modeling0
Improved CCG Parsing with Semi-supervised Supertagging0
A Crossing-Sensitive Third-Order Factorization for Dependency Parsing0
Joint Incremental Disfluency Detection and Dependency Parsing0
Active Learning for Dependency Parsing by A Committee of Parsers0
Towards Fully Lexicalized Dependency Parsing for Korean0
Generalization of Words for Chinese Dependency Parsing0
Semi-Supervised Feature Transformation for Dependency Parsing0
Effective Morphological Feature Selection with MaltOptimizer at the SPMRL 2013 Shared Task0
Lithuanian Dependency Parsing with Rich Morphological Features0
Effectiveness and Efficiency of Open Relation Extraction0
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing0
SPMRL`13 Shared Task System: The CADIM Arabic Dependency Parser0
A Statistical Approach to Prediction of Empty Categories in Hindi Dependency Treebank0
With Blinkers on: Robust Prediction of Eye Movements across Readers0
A Cross-Task Flexible Transition Model for Arabic Tokenization, Affix Detection, Affix Labeling, POS Tagging, and Dependency Parsing0
High Quality Dependency Selection from Automatic Parses0
Representation of Morphosyntactic Units and Coordination Structures in the Turkish Dependency Treebank0
Animacy Detection with Voting Models0
Dependency Parsing for Identifying Hungarian Light Verb Constructions0
(Re)ranking Meets Morphosyntax: State-of-the-art Results from the SPMRL 2013 Shared Task0
A Dynamic Confusion Score for Dependency Arc Labels0
Unsupervised Spectral Learning of WCFG as Low-rank Matrix Completion0
Working with a small dataset - semi-supervised dependency parsing for Irish0
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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