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 851–900 of 1407 papers

TitleStatusHype
IBM Research at the CoNLL 2018 Shared Task on Multilingual Parsing—0
ICT:A System Combination for Chinese Semantic Dependency Parsing—0
Identifiability and Unmixing of Latent Parse Trees—0
Identifying Cascading Errors using Constraints in Dependency Parsing—0
Identifying Grammar Rules for Language Education with Dependency Parsing in German—0
Identifying Where to Focus in Reading Comprehension for Neural Question Generation—0
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 processing—0
Implementing Bi-LSTM-based deep biaffine neural dependency parser for Vietnamese Universal Dependency Parsing—0
Implicit Word Reordering with Knowledge Distillation for Cross-Lingual Dependency Parsing—0
Improved CCG Parsing with Semi-supervised Supertagging—0
Improved Dependency Parsing using Implicit Word Connections Learned from Unlabeled Data—0
Improve Discourse Dependency Parsing with Contextualized Representations—0
Improve Discourse Dependency Parsing with Contextualized Representations—0
Improved Parsing and POS Tagging Using Inter-Sentence Consistency Constraints—0
Improved Temporal Relation Classification using Dependency Parses and Selective Crowdsourced Annotations—0
Improved Transition-Based Parsing and Tagging with Neural Networks—0
Improved Word Embeddings with Implicit Structure Information—0
Improvements to Dependency Parsing Using Automatic Simplification of Data—0
Improvements to Syntax-based Machine Translation using Ensemble Dependency Parsers—0
Improving a Neural-based Tagger for Multiword Expressions Identification—0
Improving a Strong Neural Parser with Conjunction-Specific Features—0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames—0
Improving cross-domain dependency parsing with dependency-derived clusters—0
Improving Dependency Parsers using Combinatory Categorial Grammar—0
Improving Dependency Parsers with Supertags—0
Improving Dependency Parsing Using Sentence Clause Charts—0
Improving Dependency Parsing with Interlinear Glossed Text and Syntactic Projection—0
Improving Neural Translation Models with Linguistic Factors—0
Improving Open Relation Extraction via Sentence Re-Structuring—0
Improving Semantic Dependency Parsing with Syntactic Features—0
Improving Syntactic Parsing with Consistency Learning—0
Improving the Cross-Lingual Projection of Syntactic Dependencies—0
Improving Transition-Based Dependency Parsing with Buffer Transitions—0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation—0
IMS at the PolEval 2018: A Bulky Ensemble Depedency Parser meets 12 Simple Rules for Predicting Enhanced Dependencies in Polish—0
Dependency Structure for News Document Summarization—0
Incorporating Relational Knowledge into Word Representations using Subspace Regularization—0
Incremental and Predictive Dependency Parsing under Real-Time Conditions—0
Incremental Graph-based Neural Dependency Parsing—0
Incremental Joint Approach to Word Segmentation, POS Tagging, and Dependency Parsing in Chinese—0
Incrementally Learning a Dependency Parser to Support Language Documentation in Field Linguistics—0
Incremental Predictive Parsing with TurboParser—0
Incremental Recurrent Neural Network Dependency Parser with Search-based Discriminative Training—0
Indonesian Dependency Treebank: Annotation and Parsing—0
Inducing Target-Specific Latent Structures for Aspect Sentiment Classification—0
Inferring Selectional Preferences from Part-Of-Speech N-grams—0
Information-Theory Interpretation of the Skip-Gram Negative-Sampling Objective Function—0
In-House: An Ensemble of Pre-Existing Off-the-Shelf Parsers—0
Initial Explorations in Two-phase Turkish Dependency Parsing by Incorporating Constituents—0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26—Unverified
2DMPar + XLNetLAS95.92—Unverified
3ACELAS95.8—Unverified
4Deep Biaffine + RoBERTaLAS95.75—Unverified
5HPSG Parser (Joint) + XLNetLAS95.72—Unverified
6MFVILAS95.34—Unverified
7CVT + Multi-TaskLAS95.02—Unverified
8RNG TransformerLAS95.01—Unverified
9SpanRelLAS94.7—Unverified
10CRFParLAS94.49—Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6—Unverified
2UDifyLAS80.43—Unverified
3HIT-SCIRLAS75.84—Unverified
4Stanford+LAS74.16—Unverified
5TurkuNLPLAS73.28—Unverified
6UDPipe 2.0LAS73.11—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92—Unverified
2SciBERT (SciVocab)F191.41—Unverified
3SciBERT (Base Vocab)F191.26—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84—Unverified
2SciBERT (SciVocab)F192.46—Unverified
3SciBERT (Base Vocab)F192.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4—Unverified
2Ensemble (20)Labelled Attachment Score79.4—Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52—Unverified
2Biaffine ParserLAS85.38—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47—Unverified
2UDifyLAS91.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9—Unverified
2UDifyLAS88.06—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39—Unverified
2UDifyLAS90.05—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37—Unverified
2UDifyLAS80.01—Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69—Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33—Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13—Unverified