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 13011350 of 1407 papers

TitleStatusHype
Two-stage Approach for Hindi Dependency Parsing Using MaltParser0
Identifiability and Unmixing of Latent Parse Trees0
Phrase Structures and Dependencies for End-to-End Coreference Resolution0
Mining Rules for Rewriting States in a Transition-based Dependency Parser for English0
A Hybrid Dependency Parser for Bangla0
Micro blogs Oriented Word Segmentation System0
Glimpses of Ancient China from Classical Chinese Poems0
An Empirical Etudy of Non-Lexical Extensions to Delexicalized Transfer0
Data-driven Dependency Parsing With Empty Heads0
Hindi Dependency Parsing using a combined model of Malt and MST0
Analyzing the Effect of Global Learning and Beam-Search on Transition-Based Dependency Parsing0
Dependency Parsers for Persian0
A Dynamic Oracle for Arc-Eager Dependency Parsing0
Ensembling Various Dependency Parsers: Adopting Turbo Parser for Indian Languages0
K-Best Spanning Tree Dependency Parsing With Verb Valency Lexicon Reranking0
A Separately Passive-Aggressive Training Algorithm for Joint POS Tagging and Dependency Parsing0
Improved Temporal Relation Classification using Dependency Parses and Selective Crowdsourced Annotations0
Easy-First Chinese POS Tagging and Dependency Parsing0
Indonesian Dependency Treebank: Annotation and Parsing0
A Reranking Approach for Dependency Parsing with Variable-sized Subtree Features0
ICT:A System Combination for Chinese Semantic Dependency Parsing0
Semi-supervised Dependency Parsing using Lexical Affinities0
SemEval-2012 Task 5: Chinese Semantic Dependency Parsing0
Selective Sharing for Multilingual Dependency Parsing0
Spectral Dependency Parsing with Latent Variables0
Improving Transition-Based Dependency Parsing with Buffer Transitions0
Zhijun Wu: Chinese Semantic Dependency Parsing with Third-Order Features0
Refining the Design of a Contracting Finite-State Dependency Parser0
A Comparison of Chinese Parsers for Stanford Dependencies0
Syntactic Transfer Using a Bilingual Lexicon0
Probabilistic Lexical Generalization for French Dependency Parsing0
Discriminative Strategies to Integrate Multiword Expression Recognition and Parsing0
Parse, Price and Cut---Delayed Column and Row Generation for Graph Based Parsers0
Domain Adaptation of a Dependency Parser with a Class-Class Selectional Preference Model0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations0
A Transition-Based System for Joint Part-of-Speech Tagging and Labeled Non-Projective Dependency Parsing0
The Study of Effect of Length in Morphological Segmentation of Agglutinative Languages0
Three Dependency-and-Boundary Models for Grammar Induction0
On Amortizing Inference Cost for Structured Prediction0
NJU-Parser: Achievements on Semantic Dependency Parsing0
Exploiting Reducibility in Unsupervised Dependency Parsing0
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation0
Extracting Narrative Timelines as Temporal Dependency Structures0
FBK: Machine Translation Evaluation and Word Similarity metrics for Semantic Textual Similarity0
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
Forest Reranking through Subtree Ranking0
UCM-2: a Rule-Based Approach to Infer the Scope of Negation via Dependency Parsing0
Generalized Higher-Order Dependency Parsing with Cube Pruning0
Unified Dependency Parsing of Chinese Morphological and Syntactic Structures0
Zhou qiaoli: A divide-and-conquer strategy for semantic dependency parsing0
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