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
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing0
ATP: A holistic attention integrated approach to enhance ABSA0
A Transition-Based System for Joint Part-of-Speech Tagging and Labeled Non-Projective Dependency Parsing0
An open source part-of-speech tagger for Norwegian: Building on existing language resources0
A Learning Error Analysis for Structured Prediction with Approximate Inference0
ALB at SemEval-2018 Task 10: A System for Capturing Discriminative Attributes0
A Non-Monotonic Arc-Eager Transition System for Dependency Parsing0
A Dependency Treebank of the Chinese Buddhist Canon0
An Out-of-Domain Test Suite for Dependency Parsing of German0
A Discriminative Graph-Based Parser for the Abstract Meaning Representation0
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report0
Answer Extraction as Sequence Tagging with Tree Edit Distance0
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns0
AntNLP at CoNLL 2018 Shared Task: A Graph-Based Parser for Universal Dependency Parsing0
APGN: Adversarial and Parameter Generation Networks for Multi-Source Cross-Domain Dependency Parsing0
A Pilot Study on Dialogue-Level Dependency Parsing for Chinese0
A Polynomial-Time Dynamic Oracle for Non-Projective Dependency Parsing0
A Crossing-Sensitive Third-Order Factorization for Dependency Parsing0
Applying Graph Neural Networks for Vietnamese Dependency Parsing0
Applying Occam’s Razor to Transformer-Based Dependency Parsing: What Works, What Doesn’t, and What is Really Necessary0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning0
Approximation-Aware Dependency Parsing by Belief Propagation0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
Annotation schemes in North S\'ami dependency parsing0
Active Learning for Dependency Parsing by A Committee of Parsers0
A Joint Model for Graph-based Chinese Dependency Parsing0
Annotation Projection-based Representation Learning for Cross-lingual Dependency Parsing0
Annotation of Clinical Narratives in Bulgarian language0
A Joint Deep Contextualized Word Representation for Deep Biaffine Dependency Parsing0
A Dependency Treebank for Kurmanji Kurdish0
A Corpus for Suggestion Mining of German Peer Feedback0
Annotating the Little Prince with Chinese AMRs0
A Japanese Word Dependency Corpus0
An NLP Pipeline for Coptic0
An LR-inspired generalized lexicalized phrase structure parser0
A Hybrid Dependency Parser for Bangla0
A Dependency Perspective on RST Discourse Parsing and Evaluation0
An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing0
An Introductory Survey on Attention Mechanisms in NLP Problems0
A Hybrid Approach to Dependency Parsing: Combining Rules and Morphology with Deep Learning0
An in-depth look at Euclidean disk embeddings for structure preserving parsing0
An In-depth Analysis of the Effect of Text Normalization in Social Media0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu0
A Dependency Parser for Tweets0
A Telugu treebank based on a grammar book0
A Transition-based System for Universal Dependency Parsing0
An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media0
An Improved Non-monotonic Transition System for Dependency Parsing0
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis0
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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