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 751800 of 1407 papers

TitleStatusHype
Exploiting Mutual Benefits between Syntax and Semantic Roles using Neural Network0
Exploiting Reducibility in Unsupervised Dependency Parsing0
Exploiting Structure in Parsing to 1-Endpoint-Crossing Graphs0
Exploiting the Contribution of Morphological Information to Parsing: the BASQUE TEAM system in the SPRML`2013 Shared Task0
Exploring beam-based shift-reduce dependency parsing with DyALog: Results from the SPMRL 2013 shared task0
Exploring Confidence-based Self-training for Multilingual Dependency Parsing in an Under-Resourced Language Scenario0
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation0
Exploring Morphosyntactic Annotation over a Spanish Corpus for Dependency Parsing0
Exploring phrase-compositionality in skip-gram models0
Exploring Semantic Information in Hindi WordNet for Hindi Dependency Parsing0
Urdu Dependency Parsing and Treebank Development: A Syntactic and Morphological Perspective0
Exploring the effects of Sentence Simplification on Hindi to English Machine Translation System0
Extended and Enhanced Polish Dependency Bank in Universal Dependencies Format0
Extending the SSJ Universal Dependencies Treebank for Slovenian: Was It Worth It?0
Extracting Narrative Timelines as Temporal Dependency Structures0
Extracting Relational Triples Based on Graph Recursive Neural Network via Dynamic Feedback Forest Algorithm0
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
Fast and Accurate Shift-Reduce Constituent Parsing0
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
Fill it up: Exploiting partial dependency annotations in a minimum spanning tree parser0
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
FinEst BERT and CroSloEngual BERT: less is more in multilingual models0
First Steps towards Universal Dependencies for Laz0
Focusing On Targets For Improving Weakly Supervised Visual Grounding0
Forest Reranking through Subtree Ranking0
Foundations and Evaluations in NLP0
Fourth-Order Dependency Parsing0
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
From Natural Language Specifications to Program Input Parsers0
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
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