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 51100 of 1407 papers

TitleStatusHype
ÚFAL LatinPipe at EvaLatin 2024: Morphosyntactic Analysis of LatinCode0
A Morphology-Based Investigation of Positional Encodings0
Empirical Analysis for Unsupervised Universal Dependency Parse Tree Aggregation0
MRL Parsing Without Tears: The Case of Hebrew0
Hybrid Human-LLM Corpus Construction and LLM Evaluation for Rare Linguistic Phenomena0
NLPre: a revised approach towards language-centric benchmarking of Natural Language Preprocessing systems0
When Only Time Will Tell: Interpreting How Transformers Process Local Ambiguities Through the Lens of Restart-IncrementalityCode0
Auxiliary Tasks to Boost Biaffine Semantic Dependency ParsingCode0
Cross-lingual Transfer Learning for Javanese Dependency Parsing0
End-to-End Argument Mining over Varying Rhetorical StructuresCode0
From Dialogue to Diagram: Task and Relationship Extraction from Natural Language for Accelerated Business Process Prototyping0
Augmenty: A Python Library for Structured Text Augmentation0
calamanCy: A Tagalog Natural Language Processing ToolkitCode1
RDGCN: Reinforced Dependency Graph Convolutional Network for Aspect-based Sentiment AnalysisCode1
Syntax-Guided Transformers: Elevating Compositional Generalization and Grounding in Multimodal Environments0
ChatGPT is a Potential Zero-Shot Dependency Parser0
To token or not to token: A Comparative Study of Text Representations for Cross-Lingual TransferCode0
On the Challenges of Fully Incremental Neural Dependency ParsingCode0
High-order Joint Constituency and Dependency ParsingCode0
Assessment of Pre-Trained Models Across Languages and GrammarsCode0
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Extracting Relational Triples Based on Graph Recursive Neural Network via Dynamic Feedback Forest Algorithm0
Linguistically-Informed Neural Architectures for Lexical, Syntactic and Semantic Tasks in Sanskrit0
GUIDO: A Hybrid Approach to Guideline Discovery & Ordering from Natural Language TextsCode0
Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language0
A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing0
Transferring Neural Potentials For High Order Dependency Parsing0
Pushing the Limits of ChatGPT on NLP Tasks0
Weakly Supervised Visual Question Answer Generation0
Hexatagging: Projective Dependency Parsing as TaggingCode1
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic EvaluationCode0
Data-Efficient French Language Modeling with CamemBERTa0
Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective0
A Pilot Study on Dialogue-Level Dependency Parsing for Chinese0
CQE: A Comprehensive Quantity ExtractorCode1
Structured Sentiment Analysis as Transition-based Dependency Parsing0
Analyzing Vietnamese Legal Questions Using Deep Neural Networks with Biaffine ClassifiersCode0
BRENT: Bidirectional Retrieval Enhanced Norwegian TransformerCode0
DORIC : Domain Robust Fine-Tuning for Open Intent Clustering through Dependency Parsing0
Dual-Attention Model for Aspect-Level Sentiment Classification0
Extracting Victim Counts from TextCode0
Focusing On Targets For Improving Weakly Supervised Visual Grounding0
Generic Dependency Modeling for Multi-Party ConversationCode0
SanskritShala: A Neural Sanskrit NLP Toolkit with Web-Based Interface for Pedagogical and Annotation PurposesCode1
Syntactic Structure Processing in the Brain while Listening0
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure ParsingCode1
Zero-shot cross-lingual transfer language selection using linguistic similarity0
Weakly Supervised Headline Dependency Parsing0
MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask LearningCode1
Syntactic Substitutability as Unsupervised Dependency SyntaxCode0
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