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 751800 of 1407 papers

TitleStatusHype
Greedy Transition-Based Dependency Parsing with Stack LSTMs0
Analysis of the Effect of Dependency Information on Predicate-Argument Structure Analysis and Zero Anaphora Resolution0
Character Composition Model with Convolutional Neural Networks for Dependency Parsing on Morphologically Rich LanguagesCode0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML0
Universal Dependencies Parsing for Colloquial Singaporean EnglishCode0
A Novel Neural Network Model for Joint POS Tagging and Graph-based Dependency ParsingCode0
Arc-swift: A Novel Transition System for Dependency ParsingCode0
SWEGRAM -- A Web-Based Tool for Automatic Annotation and Analysis of Swedish Texts0
Udapi: Universal API for Universal Dependencies0
Dependency Parsing with Dilated Iterated Graph CNNs0
Real-valued Syntactic Word Vectors (RSV) for Greedy Neural Dependency Parsing0
Replacing OOV Words For Dependency Parsing With Distributional Semantics0
From Universal Dependencies to Abstract Syntax0
Universal Dependency Evaluation0
Toward Universal Dependencies for Ainu0
Optimizing a PoS Tagset for Norwegian Dependency Parsing0
Docforia: A Multilayer Document Model0
Converting the T\"uBa-D/Z Treebank of German to Universal Dependencies0
Cross-Lingual Parser Selection for Low-Resource Languages0
Joint POS Tagging and Dependency Parsing with Transition-based Neural Networks0
Deep Multitask Learning for Semantic Dependency ParsingCode0
Neural End-to-End Learning for Computational Argumentation MiningCode0
Syntax Aware LSTM Model for Chinese Semantic Role Labeling0
Findings of the VarDial Evaluation Campaign 20170
Slavic Forest, Norwegian Wood0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
Imitation learning for structured prediction in natural language processing0
A method for in-depth comparative evaluation: How (dis)similar are outputs of pos taggers, dependency parsers and coreference resolvers really?0
USzeged: Identifying Verbal Multiword Expressions with POS Tagging and Parsing Techniques0
Legal NERC with ontologies, Wikipedia and curriculum learning0
Multilingual Back-and-Forth Conversion between Content and Function Head for Easy Dependency ParsingCode0
A Rich Morphological Tagger for English: Exploring the Cross-Linguistic Tradeoff Between Morphology and Syntax0
Multilingual Training of Crosslingual Word Embeddings0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames0
Integer Linear Programming formulations in Natural Language Processing0
Don't Stop Me Now! Using Global Dynamic Oracles to Correct Training Biases of Transition-Based Dependency Parsers0
TDParse: Multi-target-specific sentiment recognition on Twitter0
Benchmarking Joint Lexical and Syntactic Analysis on Multiword-Rich Data0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations0
T\"ubingen system in VarDial 2017 shared task: experiments with language identification and cross-lingual parsing0
Building Lexical Vector Representations from Concept Definitions0
Reconstructing the house from the ad: Structured prediction on real estate classifiedsCode0
Word Similarity Datasets for Indian Languages: Annotation and Baseline Systems0
Delexicalized Word Embeddings for Cross-lingual Dependency Parsing0
Cross-Lingual Dependency Parsing with Late Decoding for Truly Low-Resource LanguagesCode0
Cross-lingual dependency parsing for closely related languages - Helsinki's submission to VarDial 20170
A Tidy Data Model for Natural Language Processing using cleanNLPCode0
SyntaxNet Models for the CoNLL 2017 Shared Task0
MetaPAD: Meta Pattern Discovery from Massive Text Corpora0
DRAGNN: A Transition-based Framework for Dynamically Connected Neural NetworksCode0
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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