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
Deeply AggreVaTeD: Differentiable Imitation Learning for Sequential Prediction0
Lock-Free Parallel Perceptron for Graph-based Dependency Parsing0
Guided Deep List: Automating the Generation of Epidemiological Line Lists from Open SourcesCode0
Improving a Strong Neural Parser with Conjunction-Specific Features0
Tackling Error Propagation through Reinforcement Learning: A Case of Greedy Dependency ParsingCode0
Cross-Lingual Dependency Parsing with Late Decoding for Truly Low-Resource LanguagesCode0
A Universal Dependencies Treebank for Marathi0
Annotation schemes in North S\'ami dependency parsing0
Data point selection for genre-aware parsing0
A Telugu treebank based on a grammar book0
What I think when I think about treebanks0
REALEC learner treebank: annotation principles and evaluation of automatic parsing0
Towards a dependency-annotated treebank for Bambara0
Dangerous Relations in Dependency Treebanks0
Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic OraclesCode0
A Universal Framework for Inductive Transfer Parsing across Multi-typed Treebanks0
Grammatical Error Detection Based on Machine Learning for Mandarin as Second Language Learning0
Incrementally Learning a Dependency Parser to Support Language Documentation in Field Linguistics0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu0
BCCWJ-DepPara: A Syntactic Annotation Treebank on the `Balanced Corpus of Contemporary Written Japanese'0
Zero-resource Dependency Parsing: Boosting Delexicalized Cross-lingual Transfer with Linguistic Knowledge0
A subtree-based factorization of dependency parsing0
On-line Multilingual Linguistic Services0
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns0
CamelParser: A system for Arabic Syntactic Analysis and Morphological Disambiguation0
Langforia: Language Pipelines for Annotating Large Collections of Documents0
Leveraging Multilingual Training for Limited Resource Event Extraction0
Towards Non-projective High-Order Dependency Parser0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 20160
Improving Neural Translation Models with Linguistic Factors0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning0
Improved Word Embeddings with Implicit Structure Information0
Fill it up: Exploiting partial dependency annotations in a minimum spanning tree parser0
What Do Recurrent Neural Network Grammars Learn About Syntax?Code0
An empirical study for Vietnamese dependency parsing0
Neural Headline Generation on Abstract Meaning Representation0
Neural Shift-Reduce CCG Semantic Parsing0
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation0
Neural Network for Heterogeneous Annotations0
Parsing as Language ModelingCode0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification0
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
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser0
Exploiting Mutual Benefits between Syntax and Semantic Roles using Neural Network0
Transition-Based Dependency Parsing with Heuristic Backtracking0
Challenges of Computational Processing of Code-Switching0
Planting Trees in the Desert: Delexicalized Tagging and Parsing Combined0
Training Dependency Parsers with Partial Annotation0
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