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 101–150 of 1407 papers

TitleStatusHype
A Discriminative Graph-Based Parser for the Abstract Meaning Representation—0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features—0
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations—0
A Tale of Three Parsers: Towards Diagnostic Evaluation for Meaning Representation Parsing—0
An open source part-of-speech tagger for Norwegian: Building on existing language resources—0
A Learning Error Analysis for Structured Prediction with Approximate Inference—0
ALB at SemEval-2018 Task 10: A System for Capturing Discriminative Attributes—0
A Non-Monotonic Arc-Eager Transition System for Dependency Parsing—0
A Dependency Treebank of the Chinese Buddhist Canon—0
An Out-of-Domain Test Suite for Dependency Parsing of German—0
A Crossing-Sensitive Third-Order Factorization for Dependency Parsing—0
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report—0
Answer Extraction as Sequence Tagging with Tree Edit Distance—0
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns—0
AntNLP at CoNLL 2018 Shared Task: A Graph-Based Parser for Universal Dependency Parsing—0
APGN: Adversarial and Parameter Generation Networks for Multi-Source Cross-Domain Dependency Parsing—0
A Pilot Study on Dialogue-Level Dependency Parsing for Chinese—0
A Polynomial-Time Dynamic Oracle for Non-Projective Dependency Parsing—0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task—0
Applying Graph Neural Networks for Vietnamese Dependency Parsing—0
Applying Occam’s Razor to Transformer-Based Dependency Parsing: What Works, What Doesn’t, and What is Really Necessary—0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning—0
Approximation-Aware Dependency Parsing by Belief Propagation—0
Annotation schemes in North S\'ami dependency parsing—0
AMR Dependency Parsing with a Typed Semantic Algebra—0
Active Learning for Dependency Parsing by A Committee of Parsers—0
A Joint Model for Graph-based Chinese Dependency Parsing—0
Annotation Projection-based Representation Learning for Cross-lingual Dependency Parsing—0
Annotation of Clinical Narratives in Bulgarian language—0
A Joint Deep Contextualized Word Representation for Deep Biaffine Dependency Parsing—0
A Dependency Treebank for Kurmanji Kurdish—0
A Corpus for Suggestion Mining of German Peer Feedback—0
Annotating the Little Prince with Chinese AMRs—0
A Japanese Word Dependency Corpus—0
An NLP Pipeline for Coptic—0
An LR-inspired generalized lexicalized phrase structure parser—0
A Hybrid Dependency Parser for Bangla—0
A Dependency Perspective on RST Discourse Parsing and Evaluation—0
An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing—0
An Introductory Survey on Attention Mechanisms in NLP Problems—0
A Hybrid Approach to Dependency Parsing: Combining Rules and Morphology with Deep Learning—0
An in-depth look at Euclidean disk embeddings for structure preserving parsing—0
An In-depth Analysis of the Effect of Text Normalization in Social Media—0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu—0
A Dependency Parser for Tweets—0
A System for Experiments with Dependency Parsers—0
A Transition-Based Dependency Parser Using a Dynamic Parsing Strategy—0
An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media—0
An Improved Non-monotonic Transition System for Dependency Parsing—0
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26—Unverified
2DMPar + XLNetLAS95.92—Unverified
3ACELAS95.8—Unverified
4Deep Biaffine + RoBERTaLAS95.75—Unverified
5HPSG Parser (Joint) + XLNetLAS95.72—Unverified
6MFVILAS95.34—Unverified
7CVT + Multi-TaskLAS95.02—Unverified
8RNG TransformerLAS95.01—Unverified
9SpanRelLAS94.7—Unverified
10CRFParLAS94.49—Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6—Unverified
2UDifyLAS80.43—Unverified
3HIT-SCIRLAS75.84—Unverified
4Stanford+LAS74.16—Unverified
5TurkuNLPLAS73.28—Unverified
6UDPipe 2.0LAS73.11—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92—Unverified
2SciBERT (SciVocab)F191.41—Unverified
3SciBERT (Base Vocab)F191.26—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84—Unverified
2SciBERT (SciVocab)F192.46—Unverified
3SciBERT (Base Vocab)F192.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4—Unverified
2Ensemble (20)Labelled Attachment Score79.4—Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52—Unverified
2Biaffine ParserLAS85.38—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47—Unverified
2UDifyLAS91.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9—Unverified
2UDifyLAS88.06—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39—Unverified
2UDifyLAS90.05—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37—Unverified
2UDifyLAS80.01—Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69—Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33—Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13—Unverified