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 651700 of 1407 papers

TitleStatusHype
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Learning Joint Semantic Parsers from Disjoint DataCode0
Monte Carlo Syntax Marginals for Exploring and Using Dependency ParsesCode0
Universal Dependency Parsing for Hindi-English Code-switchingCode0
Linguistically-Informed Self-Attention for Semantic Role Labeling0
Cache Transition Systems for Graph Parsing0
On Extended Long Short-term Memory and Dependent Bidirectional Recurrent Neural NetworkCode0
SparseMAP: Differentiable Sparse Structured InferenceCode0
Non-Projective Dependency Parsing via Latent Heads Representation (LHR)Code0
Vietnamese Open Information Extraction0
Building an Ellipsis-aware Chinese Dependency Treebank for Web TextCode0
VnCoreNLP: A Vietnamese Natural Language Processing ToolkitCode0
Learning Representations Specialized in Spatial Knowledge: Leveraging Language and VisionCode0
Dependency Parsing of Code-Switching Data with Cross-Lingual Feature Representations0
Surface Statistics of an Unknown Language Indicate How to Parse It0
Towards an open-source universal-dependency treebank for ErzyaCode0
Toward a Semantic Concordancer0
A Learning Error Analysis for Structured Prediction with Approximate Inference0
Hybrid Oracle: Making Use of Ambiguity in Transition-based Chinese Dependency ParsingCode0
Robust Multilingual Part-of-Speech Tagging via Adversarial TrainingCode0
Ensemble Technique Utilization for Indonesian Dependency Parser0
Dependency Parsing with Partial Annotations: An Empirical Comparison0
Word Ordering as Unsupervised Learning Towards Syntactically Plausible Word RepresentationsCode0
Automatic Difficulty Assessment for Chinese Texts0
Deep Learning in Lexical Analysis and Parsing0
Non-Projective Dependency Parsing with Non-Local TransitionsCode0
BKTreebank: Building a Vietnamese Dependency Treebank0
DisSent: Sentence Representation Learning from Explicit Discourse RelationsCode0
Replicability Analysis for Natural Language Processing: Testing Significance with Multiple DatasetsCode0
An attentive neural architecture for joint segmentation and parsing and its application to real estate adsCode0
Maximum Margin Reward Networks for Learning from Explicit and Implicit Supervision0
Arc-Hybrid Non-Projective Dependency Parsing with a Static-Dynamic OracleCode0
Evaluating LSTM models for grammatical function labelling0
Prepositional Phrase Attachment over Word Embedding Products0
Enriching ASR Lattices with POS Tags for Dependency Parsing0
Stack-based Multi-layer Attention for Transition-based Dependency Parsing0
Efficient Discontinuous Phrase-Structure Parsing via the Generalized Maximum Spanning Arborescence0
Effective Online Reordering with Arc-Eager Transitions0
A Dependency Treebank for Kurmanji Kurdish0
Universal Dependencies are Hard to Parse -- or are They?0
Bounded-Depth High-Coverage Search Space for Noncrossing ParsesCode0
Quasi-Second-Order Parsing for 1-Endpoint-Crossing, Pagenumber-2 Graphs0
Annotation of Clinical Narratives in Bulgarian language0
On the order of Words in Italian: a Study on Genre vs Complexity0
Structured Prediction via Learning to Search under Bandit Feedback0
Incremental Graph-based Neural Dependency Parsing0
Lexicalized vs. Delexicalized Parsing in Low-Resource Scenarios0
Identifying Where to Focus in Reading Comprehension for Neural Question Generation0
CUNI Experiments for WMT17 Metrics Task0
Hungarian Copula Constructions in Dependency Syntax and Parsing0
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