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 9511000 of 1407 papers

TitleStatusHype
Learning PyTorch Through A Neural Dependency Parsing Exercise0
Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective0
Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs0
Learning Word Meta-Embeddings0
Left-corner Transitions on Dependency Parsing0
Legal NERC with ontologies, Wikipedia and curriculum learning0
Attending To Syntactic Information In Biomedical Event Extraction Via Graph Neural Networks0
Leveraging Multilingual Training for Limited Resource Event Extraction0
Lexical Categories for Improved Parsing of Web Data0
Lexicalized vs. Delexicalized Parsing in Low-Resource Scenarios0
联合依存分析的汉语语义组合模型(Chinese Semantic Composition Model with Dependency Parsing)0
Linear Neural Parsing and Hybrid Enhancement for Enhanced Universal Dependencies0
Linguagrid: a network of Linguistic and Semantic Services for the Italian Language.0
Linguistically-Informed Neural Architectures for Lexical, Syntactic and Semantic Tasks in Sanskrit0
Linguistically-Informed Self-Attention for Semantic Role Labeling0
Linguistic Profiling based on General--purpose Features and Native Language Identification0
Link\"oping: Cubic-Time Graph Parsing with a Simple Scoring Scheme0
Lisbon: Evaluating TurboSemanticParser on Multiple Languages and Out-of-Domain Data0
Lithuanian Dependency Parsing with Rich Morphological Features0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing0
Lock-Free Parallel Perceptron for Graph-based Dependency Parsing0
Low-Rank Tensors for Scoring Dependency Structures0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
Low-resource named entity recognition via multi-source projection: Not quite there yet?0
Low-Resource Parsing with Crosslingual Contextualized Representations0
Low-Resource Syntactic Transfer with Unsupervised Source Reordering0
LSTM Easy-first Dependency Parsing with Pre-trained Word Embeddings and Character-level Word Embeddings in Vietnamese0
LyS_ACoruña at SemEval-2022 Task 10: Repurposing Off-the-Shelf Tools for Sentiment Analysis as Semantic Dependency Parsing0
M2L at SemEval-2016 Task 8: AMR Parsing with Neural Networks0
Machine Learning for Food Review and Recommendation0
MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer0
magyarlanc: A Tool for Morphological and Dependency Parsing of Hungarian0
Making Dependency Labeling Simple, Fast and Accurate0
MaltDiver: A Transition-Based Parser Visualizer0
MaltOptimizer: An Optimization Tool for MaltParser0
MaltOptimizer: A System for MaltParser Optimization0
Managing a Multilingual Treebank Project0
Mapping Unseen Words to Task-Trained Embedding Spaces0
Matrix and Tensor Factorization Methods for Natural Language Processing0
Maximising Spanning Subtree Scores for Parsing Tree Approximations of Semantic Dependency Digraphs0
Maximum Margin Reward Networks for Learning from Explicit and Implicit Supervision0
Maximum Spanning Trees Are Invariant to Temperature Scaling in Graph-based Dependency Parsing0
Measuring and Reducing Model Update Regression in Structured Prediction for NLP0
MetaPAD: Meta Pattern Discovery from Massive Text Corpora0
Method Entity Extraction from Biomedical Texts0
Micro blogs Oriented Word Segmentation System0
Mind the Gap: Data Enrichment in Dependency Parsing of Elliptical Constructions0
Minibatch and Parallelization for Online Large Margin Structured Learning0
Mining Rules for Rewriting States in a Transition-based Dependency Parser for English0
Modeling Orthographic Variation in Occitan's Dialects0
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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