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 11511200 of 1407 papers

TitleStatusHype
A neural joint model for Vietnamese word segmentation, POS tagging and dependency parsing0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
A neural parser as a direct classifier for head-final languages0
A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese0
Animacy Detection with Voting Models0
An Improved Non-monotonic Transition System for Dependency Parsing0
An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media0
An In-depth Analysis of the Effect of Text Normalization in Social Media0
An in-depth look at Euclidean disk embeddings for structure preserving parsing0
An Introductory Survey on Attention Mechanisms in NLP Problems0
An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing0
An LR-inspired generalized lexicalized phrase structure parser0
An NLP Pipeline for Coptic0
Annotating the Little Prince with Chinese AMRs0
Annotation of Clinical Narratives in Bulgarian language0
Annotation Projection-based Representation Learning for Cross-lingual Dependency Parsing0
Annotation schemes in North S\'ami dependency parsing0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
A Non-Monotonic Arc-Eager Transition System for Dependency Parsing0
An open source part-of-speech tagger for Norwegian: Building on existing language resources0
An Out-of-Domain Test Suite for Dependency Parsing of German0
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
APPLYING A BEAM SEARCH TO TRANSITION-BASED DEPENDENCY PARSING: A CASE STUDY FOR FRENCH WITH THE TALISMANE SUITE (L'apport du faisceau dans l'analyse syntaxique en d\'ependances par transitions : \'etudes de cas avec l'analyseur Talismane) [in French]0
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
Are All Languages Created Equal in Multilingual BERT?0
A Reranking Approach for Dependency Parsing with Variable-sized Subtree Features0
A Re-ranking Model for Dependency Parser with Recursive Convolutional Neural Network0
Are You Sure? Confidence in Prediction of Dependency Tree Edges0
A Rich Morphological Tagger for English: Exploring the Cross-Linguistic Tradeoff Between Morphology and Syntax0
Artificially Evolved Chunks for Morphosyntactic Analysis0
A rule-based system for cross-lingual parsing of Romance languages with Universal Dependencies0
A Search-Based Dynamic Reranking Model for Dependency Parsing0
A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection0
A Semantic Role-based Approach to Open-Domain Automatic Question Generation0
A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing0
A Semi Supervised Dialog Act Tagging for Telugu0
A Separately Passive-Aggressive Training Algorithm for Joint POS Tagging and Dependency Parsing0
A Simple Approach to Learning Unsupervised Multilingual Embeddings0
A Simple LSTM model for Transition-based Dependency Parsing0
A Simple yet Effective Joint Training Method for Cross-Lingual Universal Dependency Parsing0
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank0
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