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 9511000 of 1407 papers

TitleStatusHype
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP0
Tokenizing, POS Tagging, Lemmatizing and Parsing UD 2.0 with UDPipe0
Top-down Tree Structured Decoding with Syntactic Connections for Neural Machine Translation and Parsing0
Toward a Semantic Concordancer0
Towards a dependency-annotated treebank for Bambara0
Towards building a Kashmiri Treebank: Setting up the Annotation Pipeline0
Towards Comparability of Linguistic Graph Banks for Semantic Parsing0
Towards Domain Adaptation for Parsing Web Data0
Towards Fully Lexicalized Dependency Parsing for Korean0
Towards Joint Morphological Analysis and Dependency Parsing of Turkish0
Towards Non-projective High-Order Dependency Parser0
Toward Universal Dependencies for Ainu0
Toward Universal Dependencies for Shipibo-Konibo0
Traditional Chinese Parsing Evaluation at SIGHAN Bake-offs 20120
Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages0
Training Dependency Parsers with Partial Annotation0
Training Dependency Parser Using Light Feedback0
Training with Exploration Improves a Greedy Stack-LSTM Parser0
Transferring Coreference Resolvers with Posterior Regularization0
Transferring Neural Potentials For High Order Dependency Parsing0
Transforming trees into hedges and parsing with ``hedgebank'' grammars0
Transition-based Dependency DAG Parsing Using Dynamic Oracles0
Transition-based dependency parsing as latent-variable constituent parsing0
Transition-Based Dependency Parsing using Perceptron Learner0
Transition-based Dependency Parsing Using Two Heterogeneous Gated Recursive Neural Networks0
Transition-based dependency parsing with topological fields0
Transition-based Dependency Parsing with Selectional Branching0
Transition-Based Dependency Parsing with Heuristic Backtracking0
Transition-based Semantic Dependency Parsing with Pointer Networks0
Treebank Translation for Cross-Lingual Parser Induction0
Triplètoile: Extraction of Knowledge from Microblogging Text0
Turkish Treebank as a Gold Standard for Morphological Disambiguation and Its Influence on Parsing0
Turku: Broad-Coverage Semantic Parsing with Rich Features0
Turku Neural Parser Pipeline: An End-to-End System for the CoNLL 2018 Shared Task0
TurkuNLP: Delexicalized Pre-training of Word Embeddings for Dependency Parsing0
Turku: Semantic Dependency Parsing as a Sequence Classification0
Turning on the Turbo: Fast Third-Order Non-Projective Turbo Parsers0
Turning the pipeline into a loop: Iterated unsupervised dependency parsing and PoS induction0
Twitter Universal Dependency Parsing for African-American and Mainstream American English0
Two baselines for unsupervised dependency parsing0
Two-stage Approach for Hindi Dependency Parsing Using MaltParser0
Typological Approach to Improve Dependency Parsing for Croatian Language0
Typological Features for Multilingual Delexicalised Dependency Parsing0
UBham: Lexical Resources and Dependency Parsing for Aspect-Based Sentiment Analysis0
Ubiquitous Usage of a Broad Coverage French Corpus: Processing the Est Republicain corpus0
UCM-2: a Rule-Based Approach to Infer the Scope of Negation via Dependency Parsing0
Udapi: Universal API for Universal Dependencies0
UDapter: Typology-based Language Adapters for Multilingual Dependency Parsing and Sequence Labeling0
UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tags0
UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task0
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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