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 451500 of 1407 papers

TitleStatusHype
Easy-First Chinese POS Tagging and Dependency Parsing0
Easy-First Dependency Parsing with Hierarchical Tree LSTMs0
Easy-First POS Tagging and Dependency Parsing with Beam Search0
Edge-Linear First-Order Dependency Parsing with Undirected Minimum Spanning Tree Inference0
Cache Transition Systems for Graph Parsing0
Effective Greedy Inference for Graph-based Non-Projective Dependency Parsing0
A Simple yet Effective Joint Training Method for Cross-Lingual Universal Dependency Parsing0
Effectiveness and Efficiency of Open Relation Extraction0
Effective Online Reordering with Arc-Eager Transitions0
Calculating the Optimal Step in Shift-Reduce Dependency Parsing: From Cubic to Linear Time0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis0
A Dynamic Oracle for Arc-Eager Dependency Parsing0
Efficient Dependency Graph Matching with the IMS Open Corpus Workbench0
Efficient Discontinuous Phrase-Structure Parsing via the Generalized Maximum Spanning Arborescence0
Efficient Inner-to-outer Greedy Algorithm for Higher-order Labeled Dependency Parsing0
Efficient Multi-Template Learning for Structured Prediction0
Efficient Parsing for Head-Split Dependency Trees0
82 Treebanks, 34 Models: Universal Dependency Parsing with Multi-Treebank Models0
Efficient Stacked Dependency Parsing by Forest Reranking0
Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios?0
Evaluating Pixel Language Models on Non-Standardized Languages0
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
Expanding Universal Dependencies for Polysynthetic Languages: A Case of St. Lawrence Island Yupik0
A Generative Marker Enhanced End-to-End Framework for Argument Mining0
End-to-End Argument Mining as Biaffine Dependency Parsing0
Chain Based RNN for Relation Classification0
Converting Russian Dependency Treebank to Stanford Typed Dependencies Representation0
End-to-end mBERT based Seq2seq Enhanced Dependency Parser with Linguistic Typology knowledge0
Enforcing Structural Diversity in Cube-pruned Dependency Parsing0
Challenges of Computational Processing of Code-Switching0
English Multiword Expression-aware Dependency Parsing Including Named Entities0
Converting Italian Treebanks: Towards an Italian Stanford Dependency Treebank0
Enhanced Universal Dependency Parsing with Automated Concatenation of Embeddings0
A Simple LSTM model for Transition-based Dependency Parsing0
Applying Occam’s Razor to Transformer-Based Dependency Parsing: What Works, What Doesn’t, and What is Really Necessary0
Enhancing Korean Dependency Parsing with Morphosyntactic Features0
ChatGPT is a Potential Zero-Shot Dependency Parser0
Enhancing the Inside-Outside Recursive Neural Network Reranker for Dependency Parsing0
Cheating a Parser to Death: Data-driven Cross-Treebank Annotation Transfer0
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
Conversion from Paninian Karakas to Universal Dependencies for Hindi Dependency Treebank0
A Simple Approach to Learning Unsupervised Multilingual Embeddings0
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents0
Error Analysis for Vietnamese Dependency Parsing0
An Analysis of Memory-based Processing Costs using Incremental Deep Syntactic Dependency Parsing0
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing0
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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