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 151200 of 1407 papers

TitleStatusHype
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
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
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
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
Syntactic Structure Processing in the Brain while Listening0
Zero-shot cross-lingual transfer language selection using linguistic similarity0
Weakly Supervised Headline Dependency Parsing0
Syntactic Substitutability as Unsupervised Dependency SyntaxCode0
Improving Low-Resource Cross-lingual Parsing with Expected Statistic RegularizationCode0
SGRAM: Improving Scene Graph Parsing via Abstract Meaning Representation0
Algorithms for Weighted Pushdown AutomataCode0
Dialo-AP: A Dependency Parsing Based Argument Parser for DialoguesCode0
Method Entity Extraction from Biomedical Texts0
Using Language Models to Improve Rule-based Linguistic Annotation of Modern Historical Japanese CorporaCode0
Multi-Layer Pseudo-Siamese Biaffine Model for Dependency ParsingCode0
Cross-Dialect Social Media Dependency Parsing for Social Scientific Entity Attribute AnalysisCode0
Enolp musk@SMM4H’22 : Leveraging Pre-trained Language Models for Stance And Premise ClassificationCode0
Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency ParsingCode0
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency ParsingCode0
Yet Another Format of Universal Dependencies for KoreanCode0
EDU-AP: Elementary Discourse Unit based Argument ParserCode0
UDapter: Typology-based Language Adapters for Multilingual Dependency Parsing and Sequence Labeling0
A Novel Multi-Task Learning Approach for Context-Sensitive Compound Type Identification in SanskritCode0
ATP: A holistic attention integrated approach to enhance ABSA0
Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text0
Court Judgement Labeling Using Topic Modeling and Syntactic ParsingCode0
Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary TasksCode0
TurkishDelightNLP: A Neural Turkish NLP ToolkitCode0
Hitachi at SemEval-2022 Task 10: Comparing Graph- and Seq2Seq-based Models Highlights Difficulty in Structured Sentiment Analysis0
SHARP: Search-Based Adversarial Attack for Structured Prediction0
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