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 551600 of 1407 papers

TitleStatusHype
Fast Inference in Phrase Extraction Models with Belief Propagation0
Fast semantic parsing with well-typedness guarantees0
Fast Unsupervised Dependency Parsing with Arc-Standard Transitions0
FBK: Machine Translation Evaluation and Word Similarity metrics for Semantic Textual Similarity0
Feature Embedding for Dependency Parsing0
Feature Optimization for Constituent Parsing via Neural Networks0
Feature Selection in Kernel Space: A Case Study on Dependency Parsing0
Features Indicating Readability in Swedish Text0
Extending the SSJ Universal Dependencies Treebank for Slovenian: Was It Worth It?0
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)0
Finding Dependency Parsing Limits over a Large Spanish Corpus0
Finding Optimal 1-Endpoint-Crossing Trees0
Findings of the VarDial Evaluation Campaign 20170
Content Models for Survey Generation: A Factoid-Based Evaluation0
FinEst BERT and CroSloEngual BERT: less is more in multilingual models0
First Steps towards Universal Dependencies for Laz0
Extended and Enhanced Polish Dependency Bank in Universal Dependencies Format0
Forest Reranking through Subtree Ranking0
Foundations and Evaluations in NLP0
Fourth-Order Dependency Parsing0
Converting Italian Treebanks: Towards an Italian Stanford Dependency Treebank0
French and German Corpora for Audience-based Text Type Classification0
French Contextualized Word-Embeddings with a sip of CaBeRnet: a New French Balanced Reference Corpus0
From Algebraic Word Problem to Program: A Formalized Approach0
From Dialogue to Diagram: Task and Relationship Extraction from Natural Language for Accelerated Business Process Prototyping0
Compositional Morpheme Embeddings with Affixes as Functions and Stems as Arguments0
From Natural Language Specifications to Program Input Parsers0
Exploring the effects of Sentence Simplification on Hindi to English Machine Translation System0
From Raw Text to Universal Dependencies - Look, No Tags!0
From Universal Dependencies to Abstract Syntax0
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers0
From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers0
Frustratingly Easy Cross-Lingual Transfer for Transition-Based Dependency Parsing0
Frustratingly Easy Performance Improvements for Low-resource Setups: A Tale on BERT and Segment Embeddings0
FudanNLP: A Toolkit for Chinese Natural Language Processing0
GCN-Sem at SemEval-2019 Task 1: Semantic Parsing using Graph Convolutional and Recurrent Neural Networks0
Generalization of Words for Chinese Dependency Parsing0
Generalized Higher-Order Dependency Parsing with Cube Pruning0
Generalized Transition-based Dependency Parsing via Control Parameters0
Corpus-Based Induction of Syntactic Structure: Models of Dependency and Constituency0
Generating Extractive Summaries of Scientific Paradigms0
Generative Incremental Dependency Parsing with Neural Networks0
Urdu Dependency Parsing and Treebank Development: A Syntactic and Morphological Perspective0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing0
Compositional Generalization in Dependency Parsing0
A structure-enhanced graph convolutional network for sentiment analysis0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
German and French Neural Supertagging Experiments for LTAG Parsing0
German Verb Patterns and Their Implementation in an Electronic Dictionary0
Artificially Evolved Chunks for Morphosyntactic Analysis0
Show:102550
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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