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 501550 of 1407 papers

TitleStatusHype
Er ... well, it matters, right? On the role of data representations in spoken language dependency parsing0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples0
Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing0
Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance0
Content Models for Survey Generation: A Factoid-Based Evaluation0
Evaluating Pixel Language Models on Non-Standardized Languages0
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis0
Evaluating zero-shot transfers and multilingual models for dependency parsing and POS tagging within the low-resource language family Tupían0
CMILLS: Adapting Semantic Role Labeling Features to Dependency Parsing0
Evaluation of automatic collocation extraction methods for language learning0
A Separately Passive-Aggressive Training Algorithm for Joint POS Tagging and Dependency Parsing0
Construction of Semantic Collocation Bank Based on Semantic Dependency Parsing0
A Semi Supervised Dialog Act Tagging for Telugu0
A Dynamic Confusion Score for Dependency Arc Labels0
Adaptation of Deep Bidirectional Transformers for Afrikaans Language0
Active Learning for Dependency Parsing with Partial Annotation0
Construction of an English Dependency Corpus incorporating Compound Function Words0
Constructing Large Proposition Databases0
A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing0
Constituency Parsing of Bulgarian: Word- vs Class-based Parsing0
CoNLL-UL: Universal Morphological Lattices for Universal Dependency Parsing0
A Semantic Role-based Approach to Open-Domain Automatic Question Generation0
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter0
A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection0
CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies0
Adversarial Training for Cross-Domain Universal Dependency Parsing0
A Search-Based Dynamic Reranking Model for Dependency Parsing0
Concavity and Initialization for Unsupervised Dependency Parsing0
Analyzing the Effect of Global Learning and Beam-Search on Transition-Based Dependency Parsing0
Feature Embedding for Dependency Parsing0
Feature Optimization for Constituent Parsing via Neural Networks0
Feature Selection in Kernel Space: A Case Study on Dependency Parsing0
Analysis of the Effect of Dependency Information on Predicate-Argument Structure Analysis and Zero Anaphora Resolution0
Extracting Relational Triples Based on Graph Recursive Neural Network via Dynamic Feedback Forest Algorithm0
Extracting Narrative Timelines as Temporal Dependency Structures0
Computational Identification of Regulatory Statements in EU Legislation0
Fast Inference in Phrase Extraction Models with Belief Propagation0
Extending the SSJ Universal Dependencies Treebank for Slovenian: Was It Worth It?0
Extended and Enhanced Polish Dependency Bank in Universal Dependencies Format0
Compositional Morpheme Embeddings with Affixes as Functions and Stems as Arguments0
Computing Word Classes Using Spectral Clustering0
A rule-based system for cross-lingual parsing of Romance languages with Universal Dependencies0
Extraction of Message Sequence Charts from Narrative History Text0
Eyes on the Parse: Using Gaze Features in Syntactic Parsing0
FA3L at SemEval-2017 Task 3: A ThRee Embeddings Recurrent Neural Network for Question Answering0
Concurrent Parsing of Constituency and Dependency0
Exploring the effects of Sentence Simplification on Hindi to English Machine Translation System0
Fast and Accurate Shift-Reduce Constituent Parsing0
CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies0
Urdu Dependency Parsing and Treebank Development: A Syntactic and Morphological Perspective0
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