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 601650 of 1407 papers

TitleStatusHype
Glimpses of Ancient China from Classical Chinese Poems0
Croatian Dependency Treebank: Recent Development and Initial Experiments0
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language0
Accurate Identification of the Karta (Subject) Relation in Bangla0
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model0
Good Automatic Authentication Question Generation0
Grammatical Error Detection Based on Machine Learning for Mandarin as Second Language Learning0
Grammatical Relations in Chinese: GB-Ground Extraction and Data-Driven Parsing0
GraPAT: a Tool for Graph Annotations0
Graph-Based Decoding for Task Oriented Semantic Parsing0
Graph-based Dependency Parsing with Bidirectional LSTM0
Cross-lingual alignments of ELMo contextual embeddings0
Compositional Morpheme Embeddings with Affixes as Functions and Stems as Arguments0
Exploring the effects of Sentence Simplification on Hindi to English Machine Translation System0
Graph parsing with s-graph grammars0
A Survey of Unsupervised Dependency Parsing0
Greed is Good if Randomized: New Inference for Dependency Parsing0
Greedy Transition-Based Dependency Parsing with Stack LSTMs0
Greedy Transition-Based Dependency Parsing with Discrete and Continuous Supertag Features0
Urdu Dependency Parsing and Treebank Development: A Syntactic and Morphological Perspective0
An Effective Neural Network Model for Graph-based Dependency Parsing0
GTI: An Unsupervised Approach for Sentiment Analysis in Twitter0
GTI at SemEval-2016 Task 4: Training a Naive Bayes Classifier using Features of an Unsupervised System0
Cross-Lingual Dependency Parsing by POS-Guided Word Reordering0
Cross-Lingual Dependency Parsing for Closely Related Languages - Helsinki's Submission to VarDial 20170
HamleDT: To Parse or Not to Parse?0
Hands-on Learning to Search for Structured Prediction0
Head-Driven Hierarchical Phrase-based Translation0
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets0
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity0
Head-driven Transition-based Parsing with Top-down Prediction0
Compositional Generalization in Dependency Parsing0
Headed-Span-Based Projective Dependency Parsing0
Heterogeneous Networks and Their Applications: Scientometrics, Name Disambiguation, and Topic Modeling0
Artificially Evolved Chunks for Morphosyntactic Analysis0
Hidden Markov tree models for semantic class induction0
A System for Experiments with Dependency Parsers0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification0
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology0
Hierarchical Word Structure-based Parsing: A Feasibility Study on UD-style Dependency Parsing in Japanese0
Higher-order Constituent Parsing and Parser Combination0
An Empirical Exploration of Local Ordering Pre-training for Structured Prediction0
High-Order Low-Rank Tensors for Semantic Role Labeling0
High Quality Dependency Selection from Automatic Parses0
Hindi Dependency Parsing using a combined model of Malt and MST0
Hitachi at SemEval-2022 Task 10: Comparing Graph- and Seq2Seq-based Models Highlights Difficulty in Structured Sentiment Analysis0
How Does Adversarial Fine-Tuning Benefit BERT?0
How Does the Granularity of an Annotation Scheme Influence Dependency Parsing Performance?0
How much pretraining data do language models need to learn syntax?0
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