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 351400 of 1407 papers

TitleStatusHype
Challenges in Converting the Index Thomisticus Treebank into Universal Dependencies0
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
A method for in-depth comparative evaluation: How (dis)similar are outputs of pos taggers, dependency parsers and coreference resolvers really?0
Active Learning for Dependency Parsing by A Committee of Parsers0
Chain Based RNN for Relation Classification0
A Polynomial-Time Dynamic Oracle for Non-Projective Dependency Parsing0
CASICT-DCU Participation in WMT2015 Metrics Task0
Can Multilingual Language Models Transfer to an Unseen Dialect? A Case Study on North African Arabizi0
A Pilot Study on Dialogue-Level Dependency Parsing for Chinese0
Ambiguity-aware Ensemble Training for Semi-supervised Dependency Parsing0
Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios?0
Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?0
APGN: Adversarial and Parameter Generation Networks for Multi-Source Cross-Domain Dependency Parsing0
CAMR at SemEval-2016 Task 8: An Extended Transition-based AMR Parser0
AntNLP at CoNLL 2018 Shared Task: A Graph-Based Parser for Universal Dependency Parsing0
Alpage: Transition-based Semantic Graph Parsing with Syntactic Features0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing0
CamelParser: A system for Arabic Syntactic Analysis and Morphological Disambiguation0
Calculating the Optimal Step in Shift-Reduce Dependency Parsing: From Cubic to Linear Time0
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns0
Cache Transition Systems for Graph Parsing0
Answer Extraction as Sequence Tagging with Tree Edit Distance0
Building Universal Dependency Treebanks in Korean0
Building Lexical Vector Representations from Concept Definitions0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities0
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models0
A Discriminative Graph-Based Parser for the Abstract Meaning Representation0
A Cross-Task Flexible Transition Model for Arabic Tokenization, Affix Detection, Affix Labeling, POS Tagging, and Dependency Parsing0
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report0
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser0
Building a User-Generated Content North-African Arabizi Treebank: Tackling Hell0
An Out-of-Domain Test Suite for Dependency Parsing of German0
An open source part-of-speech tagger for Norwegian: Building on existing language resources0
A Learning Error Analysis for Structured Prediction with Approximate Inference0
Building a Large Automatically Parsed Corpus of Finnish0
Branch and Bound Algorithm for Dependency Parsing with Non-local Features0
A Non-Monotonic Arc-Eager Transition System for Dependency Parsing0
ALB at SemEval-2018 Task 10: A System for Capturing Discriminative Attributes0
A Dependency Treebank of the Chinese Buddhist Canon0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary Analyzers0
Boosting the creation of a treebank0
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
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