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 201250 of 1407 papers

TitleStatusHype
Biaffine Dependency and Semantic Graph Parsing for EnhancedUniversal Dependencies0
Biaffine Discourse Dependency Parsing0
Biaffine Discourse Dependency Parsing0
Annotating the Little Prince with Chinese AMRs0
Combining Discrete and Continuous Features for Deterministic Transition-based Dependency Parsing0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations0
Bilingually-Guided Monolingual Dependency Grammar Induction0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification0
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing0
BKTreebank: Building a Vietnamese Dependency Treebank0
Boosting the creation of a treebank0
Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary Analyzers0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
A Transition-Based Dependency Parser Using a Dynamic Parsing Strategy0
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
Building a Large Automatically Parsed Corpus of Finnish0
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 User-Generated Content North-African Arabizi Treebank: Tackling Hell0
An Out-of-Domain Test Suite for Dependency Parsing of German0
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities0
Building Lexical Vector Representations from Concept Definitions0
Building Universal Dependency Treebanks in Korean0
Cache Transition Systems for Graph Parsing0
An Empirical Study of Differences between Conversion Schemes and Annotation Guidelines0
Calculating the Optimal Step in Shift-Reduce Dependency Parsing: From Cubic to Linear Time0
CamelParser: A system for Arabic Syntactic Analysis and Morphological Disambiguation0
AntNLP at CoNLL 2018 Shared Task: A Graph-Based Parser for Universal Dependency Parsing0
CAMR at SemEval-2016 Task 8: An Extended Transition-based AMR Parser0
Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?0
Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios?0
Can Multilingual Language Models Transfer to an Unseen Dialect? A Case Study on North African Arabizi0
CASICT-DCU Participation in WMT2015 Metrics Task0
ATP: A holistic attention integrated approach to enhance ABSA0
Chain Based RNN for Relation Classification0
An empirical study for Vietnamese dependency parsing0
Challenges of Computational Processing of Code-Switching0
Applying Graph Neural Networks for Vietnamese Dependency Parsing0
Character-Level Chinese Dependency Parsing0
Applying Occam’s Razor to Transformer-Based Dependency Parsing: What Works, What Doesn’t, and What is Really Necessary0
ChatGPT is a Potential Zero-Shot Dependency Parser0
Cheating a Parser to Death: Data-driven Cross-Treebank Annotation Transfer0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering forWAT 20150
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 20160
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing0
A Bayesian Model for Generative Transition-based Dependency Parsing0
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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