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 101150 of 1407 papers

TitleStatusHype
Algorithms for Weighted Pushdown AutomataCode0
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic EvaluationCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
A non-projective greedy dependency parser with bidirectional LSTMsCode0
Fast semantic parsing with well-typedness guaranteesCode0
Fine-Grained Emotion Classification of Chinese Microblogs Based on Graph Convolution NetworksCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Factuality Assessment as Modal Dependency ParsingCode0
Fast(er) Exact Decoding and Global Training for Transition-Based Dependency Parsing via a Minimal Feature SetCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
A Novel Neural Network Model for Joint POS Tagging and Graph-based Dependency ParsingCode0
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich LanguagesCode0
Generic Dependency Modeling for Multi-Party ConversationCode0
Exploring Contextualized Neural Language Models for Temporal Dependency ParsingCode0
Globally Normalized Transition-Based Neural NetworksCode0
Extracting Victim Counts from TextCode0
Graph-based Dependency Parsing with Graph Neural NetworksCode0
Generic Axiomatization of Families of Noncrossing Graphs in Dependency ParsingCode0
Evaluation of automatic collocation extraction methods for language learningCode0
Guided Deep List: Automating the Generation of Epidemiological Line Lists from Open SourcesCode0
GUIDO: A Hybrid Approach to Guideline Discovery & Ordering from Natural Language TextsCode0
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency ParsingCode0
Enolp musk@SMM4H’22 : Leveraging Pre-trained Language Models for Stance And Premise ClassificationCode0
Arc-Hybrid Non-Projective Dependency Parsing with a Static-Dynamic OracleCode0
Arc-swift: A Novel Transition System for Dependency ParsingCode0
Error-repair Dependency Parsing for Ungrammatical TextsCode0
Exploiting Cross-Dialectal Gold Syntax for Low-Resource Historical Languages: Towards a Generic Parser for Pre-Modern SlavicCode0
Enhancing deep neural networks with morphological informationCode0
End-to-End Argument Mining over Varying Rhetorical StructuresCode0
English-Bhojpuri SMT System: Insights from the Karaka ModelCode0
Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency ParsingCode0
Exploiting Synergies Between Open Resources for German Dependency Parsing, POS-tagging, and Morphological AnalysisCode0
Generic Axiomatization of Families of Noncrossing Graphs in Dependency ParsingCode0
Hybrid Oracle: Making Use of Ambiguity in Transition-based Chinese Dependency ParsingCode0
Effective Representation for Easy-First Dependency ParsingCode0
A Higher-Order Semantic Dependency ParserCode0
An improved neural network model for joint POS tagging and dependency parsingCode0
EDU-AP: Elementary Discourse Unit based Argument ParserCode0
DRAGNN: A Transition-based Framework for Dynamically Connected Neural NetworksCode0
Distilling Knowledge for Search-based Structured PredictionCode0
Distilling an Ensemble of Greedy Dependency Parsers into One MST ParserCode0
Diversity-Aware Batch Active Learning for Dependency ParsingCode0
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency ParsingCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Discontinuous Constituent Parsing with Pointer NetworksCode0
Differences in Chinese and Western tourists faced with Japanese hospitality: A natural language processing approachCode0
Dependency Parsing with Bottom-up Hierarchical Pointer NetworksCode0
Dependency Parsing Evaluation for Low-resource Spontaneous SpeechCode0
Dialo-AP: A Dependency Parsing Based Argument Parser for DialoguesCode0
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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