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 10511100 of 1407 papers

TitleStatusHype
What Happens To BERT Embeddings During Fine-tuning?0
What Information is Helpful for Dependency Based Semantic Role Labeling0
What I think when I think about treebanks0
Who Did What to Whom? A Contrastive Study of Syntacto-Semantic Dependencies0
“Wikily” Supervised Neural Translation Tailored to Cross-Lingual Tasks0
With Blinkers on: Robust Prediction of Eye Movements across Readers0
Women's Syntactic Resilience and Men's Grammatical Luck: Gender-Bias in Part-of-Speech Tagging and Dependency Parsing0
Word-based Japanese typed dependency parsing with grammatical function analysis0
Word Clustering Based on Un-LP Algorithm0
Word Embedding-based Antonym Detection using Thesauri and Distributional Information0
Word Embeddings with Limited Memory0
Word Order Typology through Multilingual Word Alignment0
Word Reordering for Zero-shot Cross-lingual Structured Prediction0
Word Similarity Datasets for Indian Languages: Annotation and Baseline Systems0
Word Sketches for Turkish0
Working with a small dataset - semi-supervised dependency parsing for Irish0
XLike Project Language Analysis Services0
XRCE at SemEval-2016 Task 5: Feedbacked Ensemble Modeling on Syntactico-Semantic Knowledge for Aspect Based Sentiment Analysis0
Zero-resource Dependency Parsing: Boosting Delexicalized Cross-lingual Transfer with Linguistic Knowledge0
Zero-shot Chinese Discourse Dependency Parsing via Cross-lingual Mapping0
Zero-shot cross-lingual transfer language selection using linguistic similarity0
Zero-shot Dependency Parsing with Pre-trained Multilingual Sentence Representations0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning0
Zhijun Wu: Chinese Semantic Dependency Parsing with Third-Order Features0
ZHIXIAOBAO at SemEval-2022 Task 10: Apporoaching Structured Sentiment with Graph Parsing0
Zhou qiaoli: A divide-and-conquer strategy for semantic dependency parsing0
82 Treebanks, 34 Models: Universal Dependency Parsing with Multi-Treebank Models0
A Bayesian Model for Generative Transition-based Dependency Parsing0
A Beam-Search Decoder for Normalization of Social Media Text with Application to Machine Translation0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report0
Accurate Dependency Parsing and Tagging of Latin0
Accurate Identification of the Karta (Subject) Relation in Bangla0
A Comparison of Chinese Parsers for Stanford Dependencies0
A convex and feature-rich discriminative approach to dependency grammar induction0
A Corpus for Suggestion Mining of German Peer Feedback0
A Crossing-Sensitive Third-Order Factorization for Dependency Parsing0
A Cross-Task Flexible Transition Model for Arabic Tokenization, Affix Detection, Affix Labeling, POS Tagging, and Dependency Parsing0
Active Learning for Dependency Parsing by A Committee of Parsers0
Active Learning for Dependency Parsing with Partial Annotation0
Adaptation of Deep Bidirectional Transformers for Afrikaans Language0
Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing0
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing0
Adapting word2vec to Named Entity Recognition0
Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification0
A Data-Driven, Factorization Parser for CCG Dependency Structures0
A Dependency Parser for Tweets0
A Dependency Perspective on RST Discourse Parsing and Evaluation0
A Dependency Treebank for Kurmanji Kurdish0
A Dependency Treebank of the Chinese Buddhist Canon0
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