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 801850 of 1407 papers

TitleStatusHype
Guided Deep List: Automating the Generation of Epidemiological Line Lists from Open SourcesCode0
Cross-Lingual Dependency Parsing with Late Decoding for Truly Low-Resource LanguagesCode0
Dangerous Relations in Dependency Treebanks0
What I think when I think about treebanks0
Towards a dependency-annotated treebank for Bambara0
A Telugu treebank based on a grammar book0
A Universal Dependencies Treebank for Marathi0
REALEC learner treebank: annotation principles and evaluation of automatic parsing0
Data point selection for genre-aware parsing0
Annotation schemes in North S\'ami dependency parsing0
Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic OraclesCode0
Improving Neural Translation Models with Linguistic Factors0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu0
A Universal Framework for Inductive Transfer Parsing across Multi-typed Treebanks0
Incrementally Learning a Dependency Parser to Support Language Documentation in Field Linguistics0
Towards Non-projective High-Order Dependency Parser0
Zero-resource Dependency Parsing: Boosting Delexicalized Cross-lingual Transfer with Linguistic Knowledge0
On-line Multilingual Linguistic Services0
Langforia: Language Pipelines for Annotating Large Collections of Documents0
CamelParser: A system for Arabic Syntactic Analysis and Morphological Disambiguation0
A subtree-based factorization of dependency parsing0
Improved Word Embeddings with Implicit Structure Information0
Leveraging Multilingual Training for Limited Resource Event Extraction0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 20160
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns0
BCCWJ-DepPara: A Syntactic Annotation Treebank on the `Balanced Corpus of Contemporary Written Japanese'0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning0
Grammatical Error Detection Based on Machine Learning for Mandarin as Second Language Learning0
Fill it up: Exploiting partial dependency annotations in a minimum spanning tree parser0
What Do Recurrent Neural Network Grammars Learn About Syntax?Code0
Deep Biaffine Attention for Neural Dependency ParsingCode1
An empirical study for Vietnamese dependency parsing0
Transition-Based Dependency Parsing with Heuristic Backtracking0
Neural Headline Generation on Abstract Meaning Representation0
Exploiting Mutual Benefits between Syntax and Semantic Roles using Neural Network0
Parsing as Language ModelingCode0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification0
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser0
Effective Greedy Inference for Graph-based Non-Projective Dependency Parsing0
Modified Dirichlet Distribution: Allowing Negative Parameters to Induce Stronger Sparsity0
Joint Transition-based Dependency Parsing and Disfluency Detection for Automatic Speech Recognition Texts0
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation0
Neural Shift-Reduce CCG Semantic Parsing0
Neural Network for Heterogeneous Annotations0
Challenges of Computational Processing of Code-Switching0
Planting Trees in the Desert: Delexicalized Tagging and Parsing Combined0
Training Dependency Parsers with Partial Annotation0
Distilling an Ensemble of Greedy Dependency Parsers into One MST ParserCode0
Discovering Sound Concepts and Acoustic Relations In Text0
Read, Tag, and Parse All at Once, or Fully-neural Dependency ParsingCode0
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