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 901950 of 1407 papers

TitleStatusHype
M2L at SemEval-2016 Task 8: AMR Parsing with Neural Networks0
Shift-Reduce CCG Parsing using Neural Network Models0
Should Have, Would Have, Could Have. Investigating Verb Group Representations for Parsing with Universal Dependencies.Code0
Frustratingly Easy Cross-Lingual Transfer for Transition-Based Dependency Parsing0
IHS-RD-Belarus at SemEval-2016 Task 9: Transition-based Chinese Semantic Dependency Parsing with Online Reordering and Bootstrapping.0
The Effect of Multiple Grammatical Errors on Processing Non-Native Writing0
CAMR at SemEval-2016 Task 8: An Extended Transition-based AMR Parser0
Cross-lingual alignment transfer: a chicken-and-egg story?0
SemEval-2016 Task 9: Chinese Semantic Dependency Parsing0
Discontinuity (Re) ^2-visited: A Minimalist Approach to Pseudoprojective Constituent Parsing0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification0
XRCE at SemEval-2016 Task 5: Feedbacked Ensemble Modeling on Syntactico-Semantic Knowledge for Aspect Based Sentiment Analysis0
OSU\_CHGCG at SemEval-2016 Task 9 : Chinese Semantic Dependency Parsing with Generalized Categorial Grammar0
Anchoring and Agreement in Syntactic Annotations0
Universal Dependencies for Learner English0
The Denoised Web Treebank: Evaluating Dependency Parsing under Noisy Input Conditions0
Universal Dependencies for Norwegian0
UDPipe: Trainable Pipeline for Processing CoNLL-U Files Performing Tokenization, Morphological Analysis, POS Tagging and Parsing0
Language Resource Addition Strategies for Raw Text Parsing0
Hypergraph Modelization of a Syntactically Annotated English Wikipedia Dump0
A Dependency Treebank of the Chinese Buddhist Canon0
Towards Comparability of Linguistic Graph Banks for Semantic Parsing0
Old French Dependency Parsing: Results of Two Parsers Analysed from a Linguistic Point of View0
OPFI: A Tool for Opinion Finding in Polish0
Discontinuous Verb Phrases in Parsing and Machine Translation of English and German0
Construction of an English Dependency Corpus incorporating Compound Function Words0
Dependency Parsing with LSTMs: An Empirical Evaluation0
Stack-propagation: Improved Representation Learning for Syntax0
Globally Normalized Transition-Based Neural NetworksCode0
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature RepresentationsCode0
Training with Exploration Improves a Greedy Stack-LSTM Parser0
Easy-First Dependency Parsing with Hierarchical Tree LSTMs0
Resource Constrained Structured Prediction0
The Structured Weighted Violations Perceptron Algorithm0
Many Languages, One ParserCode0
Detecting Grammatical Errors in Machine Translation Output Using Dependency Parsing and Treebank Querying0
Multilingual Projection for Parsing Truly Low-Resource Languages0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Multi-lingual Dependency Parsing Evaluation: a Large-scale Analysis of Word Order Properties using Artificial Data0
Morpho-syntactic Lexicon Generation Using Graph-based Semi-supervised Learning0
A Semi Supervised Dialog Act Tagging for Telugu0
sense2vec - A Fast and Accurate Method for Word Sense Disambiguation In Neural Word EmbeddingsCode0
Top-down Tree Long Short-Term Memory NetworksCode0
Edge-Linear First-Order Dependency Parsing with Undirected Minimum Spanning Tree Inference0
Mapping Unseen Words to Task-Trained Embedding Spaces0
High-order Graph-based Neural Dependency ParsingCode0
Construction of Semantic Collocation Bank Based on Semantic Dependency Parsing0
Reducing Lexical Features in Parsing by Word Embeddings0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering forWAT 20150
Dependency parsing for Chinese long sentence: A second-stage main structure parsing method0
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