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 301350 of 1407 papers

TitleStatusHype
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language0
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model0
Cross-language Projection of Dependency Trees with Constrained Partial Parsing for Tree-to-Tree Machine Translation0
A subtree-based factorization of dependency parsing0
Cross-lingual alignments of ELMo contextual embeddings0
Cross-lingual alignment transfer: a chicken-and-egg story?0
A Survey of Unsupervised Dependency Parsing0
Cross-lingual Constituency Parsing with Linguistic Typology Knowledge0
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank0
An Effective Neural Network Model for Graph-based Dependency Parsing0
Cross-Lingual Dependency Parsing by POS-Guided Word Reordering0
Cross-Lingual Dependency Parsing for Closely Related Languages - Helsinki's Submission to VarDial 20170
Cross-lingual dependency parsing for closely related languages - Helsinki's submission to VarDial 20170
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets0
Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank0
Cross-Lingual Dependency Parsing via Self-Training0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels0
A System for Experiments with Dependency Parsers0
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora0
Cross-Lingual Domain Adaptation for Dependency Parsing0
Cross-Lingual Image Caption Generation0
Cross-lingual Inflection as a Data Augmentation Method for Parsing0
Cross-Lingual Parser Selection for Low-Resource Languages0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing0
Adapting word2vec to Named Entity Recognition0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
Cross-lingual Transfer Learning and Multitask Learning for Capturing Multiword Expressions0
Cross-lingual Transfer Learning for Javanese Dependency Parsing0
Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora0
Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing0
CUNI Experiments for WMT17 Metrics Task0
Customizable SCF Acquisition in Italian0
Czech Text Processing with Contextual Embeddings: POS Tagging, Lemmatization, Parsing and NER0
DaCy: A Unified Framework for Danish NLP0
Coordination Structures in Dependency Treebanks0
Dangerous Relations in Dependency Treebanks0
Data Augmentation via Subtree Swapping for Dependency Parsing of Low-Resource Languages0
Data-driven Dependency Parsing With Empty Heads0
Data-driven, PCFG-based and Pseudo-PCFG-based Models for Chinese Dependency Parsing0
Data-Efficient French Language Modeling with CamemBERTa0
Data point selection for genre-aware parsing0
Coordination-Aware Dependency Parsing (Preliminary Report)0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing -- A Tale of Two Parsers Revisited0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited0
Deep Learning in Lexical Analysis and Parsing0
Deep Lexical Segmentation and Syntactic Parsing in the Easy-First Dependency Framework0
Deeply AggreVaTeD: Differentiable Imitation Learning for Sequential Prediction0
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank0
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