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 12511300 of 1407 papers

TitleStatusHype
BKTreebank: Building a Vietnamese Dependency Treebank0
Boosting the creation of a treebank0
Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary Analyzers0
Branch and Bound Algorithm for Dependency Parsing with Non-local Features0
Building a Large Automatically Parsed Corpus of Finnish0
Building a User-Generated Content North-African Arabizi Treebank: Tackling Hell0
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser0
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
Calculating the Optimal Step in Shift-Reduce Dependency Parsing: From Cubic to Linear Time0
CamelParser: A system for Arabic Syntactic Analysis and Morphological Disambiguation0
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
Chain Based RNN for Relation Classification0
Challenges in Converting the Index Thomisticus Treebank into Universal Dependencies0
Challenges of Computational Processing of Code-Switching0
Character-Level Chinese Dependency Parsing0
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
Classifying Temporal Relations with Simple Features0
CLCL (Geneva) DINN Parser: a Neural Network Dependency Parser Ten Years Later0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search0
CMILLS: Adapting Semantic Role Labeling Features to Dependency Parsing0
CMU: Arc-Factored, Discriminative Semantic Dependency Parsing0
Collective Opinion Target Extraction in Chinese Microblogs0
Combining Active Learning and Partial Annotation for Domain Adaptation of a Japanese Dependency Parser0
Combining Discrete and Continuous Features for Deterministic Transition-based Dependency Parsing0
Combining Global Models for Parsing Universal Dependencies0
Combining POS Tagging, Dependency Parsing and Coreferential Resolution for Bulgarian0
Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing0
ComboNER: A Lightweight All-In-One POS Tagger, Dependency Parser and NER0
COMBO: State-of-the-Art Morphosyntactic Analysis0
Comparing Non-projective Strategies for Labeled Graph-Based Dependency Parsing0
Compositional Generalization in Dependency Parsing0
Compositional Morpheme Embeddings with Affixes as Functions and Stems as Arguments0
Computational Identification of Regulatory Statements in EU Legislation0
Computing Word Classes Using Spectral Clustering0
Concavity and Initialization for Unsupervised Dependency Parsing0
Concurrent Parsing of Constituency and Dependency0
CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies0
CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies0
Show:102550
← PrevPage 26 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