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 401450 of 1407 papers

TitleStatusHype
Annotation schemes in North S\'ami dependency parsing0
A Joint Model for Graph-based Chinese Dependency Parsing0
BKTreebank: Building a Vietnamese Dependency Treebank0
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing0
Annotation Projection-based Representation Learning for Cross-lingual Dependency Parsing0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification0
Bilingually-Guided Monolingual Dependency Grammar Induction0
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 Crossing-Sensitive Third-Order Factorization for Dependency Parsing0
Discosuite - A parser test suite for German discontinuous structures0
Discontinuous Verb Phrases in Parsing and Machine Translation of English and German0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations0
Discourse parsing for multi-party chat dialogues0
Discovering Sound Concepts and Acoustic Relations In Text0
Discriminative Learning with Natural Annotations: Word Segmentation as a Case Study0
Discriminative Strategies to Integrate Multiword Expression Recognition and Parsing0
Discontinuity (Re) ^2-visited: A Minimalist Approach to Pseudoprojective Constituent Parsing0
Difficult Cases: From Data to Learning, and Back0
Differentiable Perturb-and-Parse: Semi-Supervised Parsing with a Structured Variational Autoencoder0
Different Flavors of GUM: Evaluating Genre and Sentence Type Effects on Multilayer Corpus Annotation Quality0
Distilling Neural Networks for Greener and Faster Dependency Parsing0
Distributed Word Representation Learning for Cross-Lingual Dependency Parsing0
Biaffine Discourse Dependency Parsing0
Divisible Transition Systems and Multiplanar Dependency Parsing0
Annotating the Little Prince with Chinese AMRs0
Docforia: A Multilayer Document Model0
A Japanese Word Dependency Corpus0
Does Size Matter? Text and Grammar Revision for Parsing Social Media Data0
Biaffine Discourse Dependency Parsing0
Domain Adaptation for Dependency Parsing via Self-Training0
Diachronic Parsing of Pre-Standard Irish0
Domain Adaptation for Syntactic and Semantic Dependency Parsing Using Deep Belief Networks0
Development and Analysis of NLP Pipelines in Argo0
DOMAIN ADAPTATION VIA DISTRIBUTION AND REPRESENTATION MATCHING: A CASE STUDY ON TRAINING DATA SELECTION VIA REINFORCEMENT LEARNING0
Biaffine Dependency and Semantic Graph Parsing for EnhancedUniversal Dependencies0
Domain Specific Automatic Question Generation from Text0
An NLP Pipeline for Coptic0
DORIC : Domain Robust Fine-Tuning for Open Intent Clustering through Dependency Parsing0
Developing neural machine translation models for Hungarian-English0
Deterministic Parsing using PCFGs0
Dual-Attention Model for Aspect-Level Sentiment Classification0
Dual Coordinate Descent Algorithms for Efficient Large Margin Structured Prediction0
Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues0
Duluth at SemEval-2021 Task 11: Applying DeBERTa to Contributing Sentence Selection and Dependency Parsing for Entity Extraction0
Detecting Grammatical Errors in Machine Translation Output Using Dependency Parsing and Treebank Querying0
Dynamic Feature Selection with Attention in Incremental Parsing0
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis0
An LR-inspired generalized lexicalized phrase structure parser0
Show:102550
← PrevPage 9 of 29Next →

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