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 501550 of 1407 papers

TitleStatusHype
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples0
Dependency parsing with latent refinements of part-of-speech tags0
Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance0
Dependency Parsing with Graph Rewriting0
Evaluating Pixel Language Models on Non-Standardized Languages0
Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text0
Evaluating zero-shot transfers and multilingual models for dependency parsing and POS tagging within the low-resource language family Tupían0
An Introductory Survey on Attention Mechanisms in NLP Problems0
Evaluation of automatic collocation extraction methods for language learning0
A Hybrid Approach to Dependency Parsing: Combining Rules and Morphology with Deep Learning0
Dependency Parsing with Dilated Iterated Graph CNNs0
Dependency Parsing with Compression Rules0
Benchmarking Joint Lexical and Syntactic Analysis on Multiword-Rich Data0
Dependency Parsing with Bounded Block Degree and Well-nestedness via Lagrangian Relaxation and Branch-and-Bound0
Benben: A Chinese Intelligent Conversational Robot0
An in-depth look at Euclidean disk embeddings for structure preserving parsing0
Dependency Parsing with Backtracking using Deep Reinforcement Learning0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language0
Because Syntax Does Matter: Improving Predicate-Argument Structures Parsing with Syntactic Features0
Dependency Parsing: Past, Present, and Future0
Dependency Parsing of Modern Standard Arabic with Lexical and Inflectional Features0
BCCWJ-DepPara: A Syntactic Annotation Treebank on the `Balanced Corpus of Contemporary Written Japanese'0
An In-depth Analysis of the Effect of Text Normalization in Social Media0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu0
A Dependency Parser for Tweets0
A Corpus for Suggestion Mining of German Peer Feedback0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
Dependency Parsing of Hungarian: Baseline Results and Challenges0
Dependency Parsing of Code-Switching Data with Cross-Lingual Feature Representations0
Bayesian Learning for Neural Dependency Parsing0
Dependency Parsing is More Parameter-Efficient with Normalization0
Dependency Parsing in a Morphological rich language, Tamil0
半监督跨领域语义依存分析技术研究(Semi-supervised Domain Adaptation for Semantic Dependency Parsing)0
An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach0
Dependency Parsing for Urdu: Resources, Conversions and Learning0
Dependency Parsing for Spoken Dialog Systems0
Dependency parsing for interaction detection in pharmacogenomics0
An Improved Non-monotonic Transition System for Dependency Parsing0
Dependency Parsing for Identifying Hungarian Light Verb Constructions0
Dependency parsing for Chinese long sentence: A second-stage main structure parsing method0
Automatic Feature Selection for Agenda-Based Dependency Parsing0
Dependency Parsing Domain Adaptation using Transductive SVM0
Automatic Difficulty Assessment for Chinese Texts0
Enhancing Word-Level Semantic Representation via Dependency Structure for Expressive Text-to-Speech Synthesis0
Dependency Parsing as Sequence Labeling with Head-Based Encoding and Multi-Task Learning0
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation0
Automatic Correction of Syntactic Dependency Annotation Differences0
Animacy Detection with Voting Models0
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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