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 10511100 of 1407 papers

TitleStatusHype
Hands-on Learning to Search for Structured Prediction0
High-Order Low-Rank Tensors for Semantic Role Labeling0
Improving cross-domain dependency parsing with dependency-derived clusters0
Unsupervised Dependency Parsing: Let's Use Supervised Parsers0
Semantic Dependency Graph Parsing Using Tree Approximations0
Yara Parser: A Fast and Accurate Dependency ParserCode0
Automatic Adaptation of Annotations0
Parsing as Reduction0
Web-scale Surface and Syntactic n-gram Features for Dependency Parsing0
Probabilistic Models for High-Order Projective Dependency Parsing0
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis0
Parsing to Noncrossing Dependency Graphs0
Domain Adaptation for Syntactic and Semantic Dependency Parsing Using Deep Belief Networks0
Accurate Identification of the Karta (Subject) Relation in Bangla0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing0
The Effect of Dependency Representation Scheme on Syntactic Language Modelling0
Recursive Deep Models for Discourse Parsing0
Greed is Good if Randomized: New Inference for Dependency Parsing0
Learning from a Neighbor: Adapting a Japanese Parser for Korean Through Feature Transfer Learning0
System Description: Dependency-based Pre-ordering for Japanese-Chinese Machine Translation0
Dependency parsing with latent refinements of part-of-speech tags0
A Dependency Parser for Tweets0
Weakly-Supervised Learning with Cost-Augmented Contrastive Estimation0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach0
Revisiting Embedding Features for Simple Semi-supervised Learning0
A Polynomial-Time Dynamic Oracle for Non-Projective Dependency Parsing0
The Inside-Outside Recursive Neural Network model for Dependency Parsing0
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing0
In-House: An Ensemble of Pre-Existing Off-the-Shelf Parsers0
Initial Explorations in Two-phase Turkish Dependency Parsing by Incorporating Constituents0
Japanese Word Reordering Integrated with Dependency Parsing0
Joint Ensemble Model for POS Tagging and Dependency Parsing0
Jointly or Separately: Which is Better for Parsing Heterogeneous Dependencies?0
Hybrid Grammars for Discontinuous Parsing0
Left-corner Transitions on Dependency Parsing0
Link\"oping: Cubic-Time Graph Parsing with a Simple Scoring Scheme0
Feature Embedding for Dependency Parsing0
Exploring the effects of Sentence Simplification on Hindi to English Machine Translation System0
Multi-view Chinese Treebanking0
Experiments with Easy-first nonprojective constituent parsing0
Experiments for Dependency Parsing of Greek0
Peking: Profiling Syntactic Tree Parsing Techniques for Semantic Graph Parsing0
Potsdam: Semantic Dependency Parsing by Bidirectional Graph-Tree Transformations and Syntactic Parsing0
Priberam: A Turbo Semantic Parser with Second Order Features0
Dependency Parsing: Past, Present, and Future0
Selection Bias, Label Bias, and Bias in Ground Truth0
SemEval 2014 Task 8: Broad-Coverage Semantic Dependency Parsing0
Soft Cross-lingual Syntax Projection for Dependency Parsing0
CMU: Arc-Factored, Discriminative Semantic Dependency 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