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 651700 of 1407 papers

TitleStatusHype
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification0
Hidden Markov tree models for semantic class induction0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels0
A System for Experiments with Dependency Parsers0
Heterogeneous Networks and Their Applications: Scientometrics, Name Disambiguation, and Topic Modeling0
Hybrid Enhanced Universal Dependencies Parsing0
Hybrid Grammars for Discontinuous Parsing0
Hybrid Human-LLM Corpus Construction and LLM Evaluation for Rare Linguistic Phenomena0
Headed-Span-Based Projective Dependency Parsing0
Hypergraph Modelization of a Syntactically Annotated English Wikipedia Dump0
IBM Research at the CoNLL 2018 Shared Task on Multilingual Parsing0
ICT:A System Combination for Chinese Semantic Dependency Parsing0
Cross-Lingual Dependency Parsing via Self-Training0
Identifying Cascading Errors using Constraints in Dependency Parsing0
Identifying Grammar Rules for Language Education with Dependency Parsing in German0
Identifying Where to Focus in Reading Comprehension for Neural Question Generation0
IHS-RD-Belarus at SemEval-2016 Task 9: Transition-based Chinese Semantic Dependency Parsing with Online Reordering and Bootstrapping.0
Imitation learning for structured prediction in natural language processing0
Implementing Bi-LSTM-based deep biaffine neural dependency parser for Vietnamese Universal Dependency Parsing0
Implicit Word Reordering with Knowledge Distillation for Cross-Lingual Dependency Parsing0
Improved CCG Parsing with Semi-supervised Supertagging0
Improved Dependency Parsing using Implicit Word Connections Learned from Unlabeled Data0
Head-driven Transition-based Parsing with Top-down Prediction0
Improve Discourse Dependency Parsing with Contextualized Representations0
Improved Parsing and POS Tagging Using Inter-Sentence Consistency Constraints0
Improved Temporal Relation Classification using Dependency Parses and Selective Crowdsourced Annotations0
Improved Transition-Based Parsing and Tagging with Neural Networks0
Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank0
Improved Word Embeddings with Implicit Structure Information0
Improvements to Dependency Parsing Using Automatic Simplification of Data0
Improvements to Syntax-based Machine Translation using Ensemble Dependency Parsers0
Improving a Neural-based Tagger for Multiword Expressions Identification0
Improving a Strong Neural Parser with Conjunction-Specific Features0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames0
An Empirical Etudy of Non-Lexical Extensions to Delexicalized Transfer0
Improving cross-domain dependency parsing with dependency-derived clusters0
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity0
Improving Dependency Parsers with Supertags0
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets0
Improving Dependency Parsing with Interlinear Glossed Text and Syntactic Projection0
Head-Driven Hierarchical Phrase-based Translation0
Improving Neural Translation Models with Linguistic Factors0
Improving Open Relation Extraction via Sentence Re-Structuring0
Improving Semantic Dependency Parsing with Syntactic Features0
Improving Syntactic Parsing with Consistency Learning0
Improving the Cross-Lingual Projection of Syntactic Dependencies0
Improving Transition-Based Dependency Parsing with Buffer Transitions0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation0
Hands-on Learning to Search for Structured Prediction0
Cross-lingual dependency parsing for closely related languages - Helsinki's submission to VarDial 20170
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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