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
A Transition-Based System for Joint Lexical and Syntactic Analysis0
An Empirical Study on the Effect of Morphological and Lexical Features in Persian Dependency Parsing0
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews0
Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification0
Czech Text Processing with Contextual Embeddings: POS Tagging, Lemmatization, Parsing and NER0
Customizable SCF Acquisition in Italian0
A Transition-Based Dependency Parser Using a Dynamic Parsing Strategy0
CUNI Experiments for WMT17 Metrics Task0
CSSL: Contrastive Self-Supervised Learning for Dependency Parsing on Relatively Free Word Ordered and Morphologically Rich Low Resource Languages0
An Empirical Study of Differences between Conversion Schemes and Annotation Guidelines0
Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora0
Cross-lingual Transfer Learning for Javanese Dependency Parsing0
ATP: A holistic attention integrated approach to enhance ABSA0
Cross-lingual Transfer Learning and Multitask Learning for Capturing Multiword Expressions0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
An empirical study for Vietnamese dependency parsing0
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing0
Cross-Lingual Parser Selection for Low-Resource Languages0
Cross-lingual Inflection as a Data Augmentation Method for Parsing0
A Telugu treebank based on a grammar book0
An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing0
Cross-Lingual Image Caption Generation0
Cross-Lingual Domain Adaptation for Dependency Parsing0
A Tale of Three Parsers: Towards Diagnostic Evaluation for Meaning Representation Parsing0
Higher-order Constituent Parsing and Parser Combination0
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology0
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations0
An Empirical Exploration of Local Ordering Pre-training for Structured Prediction0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora0
Adapting word2vec to Named Entity Recognition0
A Comparison of Chinese Parsers for Stanford Dependencies0
A Beam-Search Decoder for Normalization of Social Media Text with Application to Machine Translation0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification0
Hidden Markov tree models for semantic class induction0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels0
A System for Experiments with Dependency Parsers0
Heterogeneous Networks and Their Applications: Scientometrics, Name Disambiguation, and Topic Modeling0
Headed-Span-Based Projective Dependency Parsing0
Hierarchical Word Structure-based Parsing: A Feasibility Study on UD-style Dependency Parsing in Japanese0
Cross-Lingual Dependency Parsing via Self-Training0
Head-driven Transition-based Parsing with Top-down 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
Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank0
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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