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 501550 of 1407 papers

TitleStatusHype
Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs0
Typological Features for Multilingual Delexicalised Dependency Parsing0
Bayesian Learning for Neural Dependency Parsing0
Phylogenic Multi-Lingual Dependency Parsing0
GCN-Sem at SemEval-2019 Task 1: Semantic Parsing using Graph Convolutional and Recurrent Neural Networks0
Sequential Graph Dependency Parser0
English-Bhojpuri SMT System: Insights from the Karaka ModelCode0
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
A Systematic Study of Leveraging Subword Information for Learning Word RepresentationsCode0
A Graph-based Model for Joint Chinese Word Segmentation and Dependency ParsingCode0
75 Languages, 1 Model: Parsing Universal Dependencies UniversallyCode1
SciBERT: A Pretrained Language Model for Scientific TextCode1
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
Left-to-Right Dependency Parsing with Pointer NetworksCode0
Technical notes: Syntax-aware Representation Learning With Pointer Networks0
Low-Resource Syntactic Transfer with Unsupervised Source Reordering0
Perturbation Based Learning for Structured NLP Tasks with Application to Dependency Parsing0
Calculating the Optimal Step in Shift-Reduce Dependency Parsing: From Cubic to Linear Time0
Joint Transition-Based Models for Morpho-Syntactic Parsing: Parsing Strategies for MRLs and a Case Study from Modern Hebrew0
Viable Dependency Parsing as Sequence LabelingCode1
Recursive Subtree Composition in LSTM-Based Dependency ParsingCode0
Polyglot Contextual Representations Improve Crosslingual TransferCode0
Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency ParsingCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Universal Dependency Parsing from ScratchCode0
Neural and rule-based Finnish NLP models---expectations, experiments and experiences0
Jabberwocky Parsing: Dependency Parsing with Lexical Noise0
A neural joint model for Vietnamese word segmentation, POS tagging and dependency parsing0
Learning to Assemble Neural Module Tree Networks for Visual Grounding0
SmartWrite: Extracting Chinese Lexical Grammar Patterns Using Dependency Parsing0
Multi Task Deep Morphological Analyzer: Context Aware Joint Morphological Tagging and Lemma PredictionCode0
An Introductory Survey on Attention Mechanisms in NLP Problems0
Effective Representation for Easy-First Dependency ParsingCode0
IMS at the PolEval 2018: A Bulky Ensemble Depedency Parser meets 12 Simple Rules for Predicting Enhanced Dependencies in Polish0
Semantic Role Labeling for Knowledge Graph Extraction from Text0
Textual Entailment based Question Generation0
Er ... well, it matters, right? On the role of data representations in spoken language dependency parsing0
The First Komi-Zyrian Universal Dependencies Treebanks0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning0
Challenges in Converting the Index Thomisticus Treebank into Universal Dependencies0
Low-resource named entity recognition via multi-source projection: Not quite there yet?0
Mind the Gap: Data Enrichment in Dependency Parsing of Elliptical Constructions0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Multi-source synthetic treebank creation for improved cross-lingual dependency parsingCode0
The Hebrew Universal Dependency Treebank: Past Present and Future0
Investigating NP-Chunking with Universal Dependencies for English0
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank0
Toward Universal Dependencies for Shipibo-Konibo0
Extended and Enhanced Polish Dependency Bank in Universal Dependencies Format0
Explicitly modeling case improves neural dependency parsing0
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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