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 701750 of 1407 papers

TitleStatusHype
Word Sketches for Turkish0
Working with a small dataset - semi-supervised dependency parsing for Irish0
XLike Project Language Analysis Services0
XRCE at SemEval-2016 Task 5: Feedbacked Ensemble Modeling on Syntactico-Semantic Knowledge for Aspect Based Sentiment Analysis0
Zero-resource Dependency Parsing: Boosting Delexicalized Cross-lingual Transfer with Linguistic Knowledge0
Zero-shot Chinese Discourse Dependency Parsing via Cross-lingual Mapping0
Zero-shot cross-lingual transfer language selection using linguistic similarity0
Zero-shot Dependency Parsing with Pre-trained Multilingual Sentence Representations0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning0
Zhijun Wu: Chinese Semantic Dependency Parsing with Third-Order Features0
ZHIXIAOBAO at SemEval-2022 Task 10: Apporoaching Structured Sentiment with Graph Parsing0
Efficient Stacked Dependency Parsing by Forest Reranking0
ELMoLex: Connecting ELMo and Lexicon Features for Dependency Parsing0
Embedding Semantic Similarity in Tree Kernels for Domain Adaptation of Relation Extraction0
Empirical Analysis for Unsupervised Universal Dependency Parse Tree Aggregation0
A Generative Marker Enhanced End-to-End Framework for Argument Mining0
End-to-End Argument Mining as Biaffine Dependency Parsing0
End-to-End Chinese Parsing Exploiting Lexicons0
End-to-end mBERT based Seq2seq Enhanced Dependency Parser with Linguistic Typology knowledge0
Enforcing Structural Diversity in Cube-pruned Dependency Parsing0
English Multiword Expression-aware Dependency Parsing Including Named Entities0
Enhanced Universal Dependency Parsing with Automated Concatenation of Embeddings0
Enhancing Korean Dependency Parsing with Morphosyntactic Features0
Enhancing the Inside-Outside Recursive Neural Network Reranker for Dependency Parsing0
Enriching ASR Lattices with POS Tags for Dependency Parsing0
Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language0
Ensemble Romanian Dependency Parsing with Neural Networks0
Ensemble Technique Utilization for Indonesian Dependency Parser0
Ensembling Various Dependency Parsers: Adopting Turbo Parser for Indian Languages0
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents0
Error Analysis for Vietnamese Dependency Parsing0
Er ... well, it matters, right? On the role of data representations in spoken language dependency parsing0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples0
Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing0
Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance0
Evaluating LSTM models for grammatical function labelling0
Evaluating Pixel Language Models on Non-Standardized Languages0
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis0
Evaluating zero-shot transfers and multilingual models for dependency parsing and POS tagging within the low-resource language family Tupían0
Evaluation of automatic collocation extraction methods for language learning0
Evaluation of contextual embeddings on less-resourced languages0
Evaluation of Two-level Dependency Representations of Argument Structure in Long-Distance Dependencies0
Expanding Universal Dependencies for Polysynthetic Languages: A Case of St. Lawrence Island Yupik0
Experiments for Dependency Parsing of Greek0
Experiments with Easy-first nonprojective constituent parsing0
Experiments with Spectral Learning of Latent-Variable PCFGs0
Learning to Assemble Neural Module Tree Networks for Visual Grounding0
Explicitly modeling case improves neural dependency parsing0
Exploiting Dynamic Oracles to Train Projective Dependency Parsers on Non-Projective Trees0
Exploiting Multi-typed Treebanks for Parsing with Deep Multi-task Learning0
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