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 301350 of 1407 papers

TitleStatusHype
How Does Adversarial Fine-Tuning Benefit BERT?0
Not All Linearizations Are Equally Data-Hungry in Sequence Labeling Parsing0
Multi-Round Parsing-based Multiword Rules for Scientific OpenIE0
Strength in Numbers: Averaging and Clustering Effects in Mixture of Experts for Graph-Based Dependency Parsing0
Applying Occam’s Razor to Transformer-Based Dependency Parsing: What Works, What Doesn’t, and What is Really Necessary0
RobertNLP at the IWPT 2021 Shared Task: Simple Enhanced UD Parsing for 17 Languages0
Duluth at SemEval-2021 Task 11: Applying DeBERTa to Contributing Sentence Selection and Dependency Parsing for Entity Extraction0
Biaffine Dependency and Semantic Graph Parsing for EnhancedUniversal Dependencies0
Factuality Assessment as Modal Dependency ParsingCode0
融合多粒度特征的低资源语言词性标记和依存分析联合模型(A Joint Model with Multi-Granularity Features of Low-resource Language POS Tagging and Dependency Parsing)0
Multilingual Dependency Parsing for Low-Resource African Languages: Case Studies on Bambara, Wolof, and Yoruba0
KaushikAcharya at SemEval-2021 Task 9: Candidate Generation for Fact Verification over TablesCode0
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis0
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing0
Domain-Aware Dependency Parsing for Questions0
INNOVATORS at SemEval-2021 Task-11: A Dependency Parsing and BERT-based model for Extracting Contribution Knowledge from Scientific PapersCode0
End-to-end mBERT based Seq2seq Enhanced Dependency Parser with Linguistic Typology knowledge0
The Reading Machine: A Versatile Framework for Studying Incremental Parsing Strategies0
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 parsingCode0
Language Embeddings for Typology and Cross-lingual Transfer LearningCode0
Expanding Universal Dependencies for Polysynthetic Languages: A Case of St. Lawrence Island Yupik0
Learning PyTorch Through A Neural Dependency Parsing Exercise0
Analyse en dépendances du français avec des plongements contextualisés (French dependency parsing with contextualized embeddings)0
Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online CommentsCode0
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity0
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report0
Dependency Parsing with Bottom-up Hierarchical Pointer NetworksCode0
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
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency ParsingCode0
Multiple Tasks Integration: Tagging, Syntactic and Semantic Parsing as a Single Task0
Project-then-Transfer: Effective Two-stage Cross-lingual Transfer for Semantic Dependency Parsing0
Dependency Parsing Evaluation for Low-resource Spontaneous SpeechCode0
End-to-End Argument Mining as Biaffine Dependency Parsing0
Dependency parsing with structure preserving embeddings0
Bertinho: Galician BERT Representations0
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