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 251300 of 1407 papers

TitleStatusHype
Strength in Numbers: Averaging and Clustering Effects in Mixture of Experts for Graph-Based Dependency Parsing0
The Reading Machine: A Versatile Framework for Studying Incremental Parsing Strategies0
Factuality Assessment as Modal Dependency ParsingCode0
Dual Graph Convolutional Networks for Aspect-based Sentiment AnalysisCode1
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing0
On Finding the K-best Non-projective Dependency TreesCode1
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over TablesCode0
INNOVATORS at SemEval-2021 Task-11: A Dependency Parsing and BERT-based model for Extracting Contribution Knowledge from Scientific PapersCode0
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis0
Duluth at SemEval-2021 Task 11: Applying DeBERTa to Contributing Sentence Selection and Dependency Parsing for Entity Extraction0
Differences in Chinese and Western tourists faced with Japanese hospitality: A natural language processing approachCode0
Evaluation of contextual embeddings on less-resourced languages0
POS tagging, lemmatization and dependency parsing of West Frisian0
DaCy: A Unified Framework for Danish NLP0
Enhanced Universal Dependency Parsing with Automated Concatenation of Embeddings0
Cross-lingual alignments of ELMo contextual embeddings0
Specializing Multilingual Language Models: An Empirical StudyCode0
Maximum Spanning Trees Are Invariant to Temperature Scaling in Graph-based Dependency Parsing0
Learning compositional structures for semantic graph parsing0
Language Embeddings for Typology and Cross-lingual Transfer LearningCode0
Expanding Universal Dependencies for Polysynthetic Languages: A Case of St. Lawrence Island Yupik0
Analyse en dépendances du français avec des plongements contextualisés (French dependency parsing with contextualized embeddings)0
Learning PyTorch Through A Neural Dependency Parsing Exercise0
On Finding the K-best Non-projective Dependency TreesCode1
Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online CommentsCode0
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report0
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity0
Dependency Parsing with Bottom-up Hierarchical Pointer NetworksCode0
KLUE: Korean Language Understanding EvaluationCode1
Dependency Parsing as MRC-based Span-Span PredictionCode1
Investigation of Transfer Languages for Parsing Latin: Italic Branch vs. Hellenic Branch0
Diversity-Aware Batch Active Learning for Dependency ParsingCode0
Open Intent Discovery through Unsupervised Semantic Clustering and Dependency ParsingCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
On the Sensitivity and Stability of Model Interpretations in NLPCode0
Monotonicity Marking from Universal Dependency TreesCode0
"Wikily" Supervised Neural Translation Tailored to Cross-Lingual TasksCode0
Enhancing Word-Level Semantic Representation via Dependency Structure for Expressive Text-to-Speech Synthesis0
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTaCode1
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency ParsingCode0
Dependency Parsing Evaluation for Low-resource Spontaneous SpeechCode0
Project-then-Transfer: Effective Two-stage Cross-lingual Transfer for Semantic Dependency Parsing0
End-to-End Argument Mining as Biaffine Dependency Parsing0
Enhancing Aspect-level Sentiment Analysis with Word DependenciesCode1
Multiple Tasks Integration: Tagging, Syntactic and Semantic Parsing as a Single Task0
Dependency parsing with structure preserving embeddings0
Bertinho: Galician BERT Representations0
Parsing Indonesian Sentence into Abstract Meaning Representation using Machine Learning Approach0
Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding TransformationCode0
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions0
Show:102550
← PrevPage 6 of 29Next →

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