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 901950 of 1407 papers

TitleStatusHype
Initial Explorations of CCG Supertagging for Universal Dependency Parsing0
Instance-Based Neural Dependency Parsing0
Integer Linear Programming for Discourse Parsing0
Integer Linear Programming formulations in Natural Language Processing0
Integrating Multiple Dependency Corpora for Inducing Wide-coverage Japanese CCG Resources0
Integrative Semantic Dependency Parsing via Efficient Large-scale Feature Selection0
Intermediary Semantic Representation through Proposition Structures0
Inverted indexing for cross-lingual NLP0
Investigating NP-Chunking with Universal Dependencies for English0
Investigation of Transfer Languages for Parsing Latin: Italic Branch vs. Hellenic Branch0
Invited Keynote: 6,909 Reasons to Mess Up Your Data0
ISI-Kolkata at MTPIL-20120
Is syntax structure modeling worth? Leveraging pattern-driven modeling to enable affordable sentiment dependency learning0
It Depends: Dependency Parser Comparison Using A Web-based Evaluation Tool0
Jabberwocky Parsing: Dependency Parsing with Lexical Noise0
JAIST: Combining multiple features for Answer Selection in Community Question Answering0
Japanese Word Reordering Executed Concurrently with Dependency Parsing and Its Evaluation0
Japanese Word Reordering Integrated with Dependency Parsing0
JBNU at MRP 2019: Multi-level Biaffine Attention for Semantic Dependency Parsing0
基于图神经网络的汉语依存分析和语义组合计算联合模型(Joint Learning Chinese Dependency Parsing and Semantic Composition based on Graph Neural Network)0
JoBimViz: A Web-based Visualization for Graph-based Distributional Semantic Models0
Joint Arc-factored Parsing of Syntactic and Semantic Dependencies0
Joint Dependency Parsing and Multiword Expression Tokenization0
Joint Ensemble Model for POS Tagging and Dependency Parsing0
Joint Incremental Disfluency Detection and Dependency Parsing0
Joint Inference for Heterogeneous Dependency Parsing0
Joint Learning of Sense and Word Embeddings0
Jointly or Separately: Which is Better for Parsing Heterogeneous Dependencies?0
Joint Morphological and Syntactic Analysis for Richly Inflected Languages0
Joint Parsing and Disfluency Detection in Linear Time0
Joint part-of-speech and dependency projection from multiple sources0
Joint POS Tagging and Dependency Parsing with Transition-based Neural Networks0
Joint Transition-based Dependency Parsing and Disfluency Detection for Automatic Speech Recognition Texts0
Joint Transition-Based Models for Morpho-Syntactic Parsing: Parsing Strategies for MRLs and a Case Study from Modern Hebrew0
K-Best Spanning Tree Dependency Parsing With Verb Valency Lexicon Reranking0
Keep it Surprisingly Simple: A Simple First Order Graph Based Parsing Model for Joint Morphosyntactic Parsing in Sanskrit0
Langforia: Language Pipelines for Annotating Large Collections of Documents0
Language and Domain Independent Entity Linking with Quantified Collective Validation0
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance0
Language Identification and Morphosyntactic Tagging: The Second VarDial Evaluation Campaign0
Language Processing Infrastructure in the XLike Project0
Language Resource Addition Strategies for Raw Text Parsing0
Language Resources and Annotation Tools for Cross-Sentence Relation Extraction0
Learning compositional structures for semantic graph parsing0
Learning Distributed Word Representations For Bidirectional LSTM Recurrent Neural Network0
Learning Dynamic Feature Selection for Fast Sequential Prediction0
Learning from a Neighbor: Adapting a Japanese Parser for Korean Through Feature Transfer Learning0
Learning Hidden Markov Models with Distributed State Representations for Domain Adaptation0
Learning Language Structures through Grounding0
Learning local and global contexts using a convolutional recurrent network model for relation classification in biomedical text0
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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