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

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Showing 451–500 of 1407 papers

TitleStatusHype
Diachronic Parsing of Pre-Standard Irish—0
Easy-First Dependency Parsing with Hierarchical Tree LSTMs—0
Easy-First POS Tagging and Dependency Parsing with Beam Search—0
Edge-Linear First-Order Dependency Parsing with Undirected Minimum Spanning Tree Inference—0
Development and Analysis of NLP Pipelines in Argo—0
Biaffine Dependency and Semantic Graph Parsing for EnhancedUniversal Dependencies—0
An NLP Pipeline for Coptic—0
Effectiveness and Efficiency of Open Relation Extraction—0
Effective Online Reordering with Arc-Eager Transitions—0
Developing neural machine translation models for Hungarian-English—0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis—0
Deterministic Parsing using PCFGs—0
Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues—0
Efficient Discontinuous Phrase-Structure Parsing via the Generalized Maximum Spanning Arborescence—0
Efficient Inner-to-outer Greedy Algorithm for Higher-order Labeled Dependency Parsing—0
Efficient Multi-Template Learning for Structured Prediction—0
Efficient Parsing for Head-Split Dependency Trees—0
Detecting Grammatical Errors in Machine Translation Output Using Dependency Parsing and Treebank Querying—0
Efficient Stacked Dependency Parsing by Forest Reranking—0
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis—0
An LR-inspired generalized lexicalized phrase structure parser—0
ELMoLex: Connecting ELMo and Lexicon Features for Dependency Parsing—0
Embedding Semantic Similarity in Tree Kernels for Domain Adaptation of Relation Extraction—0
Empirical Analysis for Unsupervised Universal Dependency Parse Tree Aggregation—0
A Hybrid Dependency Parser for Bangla—0
A Dependency Perspective on RST Discourse Parsing and Evaluation—0
End-to-End Argument Mining as Biaffine Dependency Parsing—0
Dependency Parsing with your Eyes: Dependency Structure Predicts Eye Regressions During Reading—0
Dependency Parsing with Undirected Graphs—0
End-to-end mBERT based Seq2seq Enhanced Dependency Parser with Linguistic Typology knowledge—0
Enforcing Structural Diversity in Cube-pruned Dependency Parsing—0
BERTrade: Using Contextual Embeddings to Parse Old French—0
Dependency Parsing with the Structuralized Prompt Template—0
Dependency parsing with structure preserving embeddings—0
Enhanced Universal Dependency Parsing with Automated Concatenation of Embeddings—0
Bertinho: Galician BERT Representations—0
An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing—0
Dependency Parsing with Partial Annotations: An Empirical Comparison—0
Dependency Parsing with LSTMs: An Empirical Evaluation—0
Enhancing the Inside-Outside Recursive Neural Network Reranker for Dependency Parsing—0
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil—0
Enriching ASR Lattices with POS Tags for Dependency Parsing—0
Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language—0
Ensemble Romanian Dependency Parsing with Neural Networks—0
Dependency parsing with latent refinements of part-of-speech tags—0
Ensembling Various Dependency Parsers: Adopting Turbo Parser for Indian Languages—0
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents—0
Error Analysis for Vietnamese Dependency Parsing—0
Dependency Parsing with Graph Rewriting—0
Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text—0
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All datasetsPenn TreebankUniversal DependenciesGENIA - LASGENIA - UASTweebankCoNLL-2009French GSDParTUTSequoia TreebankSpoken CorpusChinese TreebankDaNE

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