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 551600 of 1407 papers

TitleStatusHype
Toward Universal Dependencies for Shipibo-Konibo0
Low-resource named entity recognition via multi-source projection: Not quite there yet?0
On Difficulties of Cross-Lingual Transfer with Order Differences: A Case Study on Dependency ParsingCode0
Mind the Gap: Data Enrichment in Dependency Parsing of Elliptical Constructions0
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Extended and Enhanced Polish Dependency Bank in Universal Dependencies Format0
Explicitly modeling case improves neural dependency parsing0
Reduction of Parameter Redundancy in Biaffine Classifiers with Symmetric and Circulant Weight MatricesCode0
Semi-Supervised Methods for Out-of-Domain Dependency Parsing0
A Morphology-Based Representation Model for LSTM-Based Dependency Parsing of Agglutinative LanguagesCode0
Semantics as a Foreign Language0
ELMoLex: Connecting ELMo and Lexicon Features for Dependency Parsing0
AntNLP at CoNLL 2018 Shared Task: A Graph-Based Parser for Universal Dependency Parsing0
SEx BiST: A Multi-Source Trainable Parser with Deep Contextualized Lexical RepresentationsCode0
The SLT-Interactions Parsing System at the CoNLL 2018 Shared Task0
輔助建立混合性系統之自然語言處理系統深度評估平台 --- 以評估依存關係分析器為例 (The Platform providing NLP System Deep Comparative Evaluation and Auxiliary Information for Hybrid NLP System Building: Trial on Dependency Parser Evaluation) [In Chinese]0
Neural Maximum Subgraph Parsing for Cross-Domain Semantic Dependency AnalysisCode0
Turku Neural Parser Pipeline: An End-to-End System for the CoNLL 2018 Shared Task0
Modeling Input Uncertainty in Neural Network Dependency ParsingCode0
Tree-Stack LSTM in Transition Based Dependency ParsingCode0
Joint Learning of POS and Dependencies for Multilingual Universal Dependency ParsingCode0
Multilingual Universal Dependency Parsing from Raw Text with Low-Resource Language Enhancement0
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing0
A Simple yet Effective Joint Training Method for Cross-Lingual Universal Dependency Parsing0
Improved Dependency Parsing using Implicit Word Connections Learned from Unlabeled Data0
IBM Research at the CoNLL 2018 Shared Task on Multilingual Parsing0
CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies0
UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task0
Valency-Augmented Dependency ParsingCode0
Synthetic Data Made to Order: The Case of ParsingCode0
SParse: Ko University Graph-Based Parsing System for the CoNLL 2018 Shared Task0
DOMAIN ADAPTATION VIA DISTRIBUTION AND REPRESENTATION MATCHING: A CASE STUDY ON TRAINING DATA SELECTION VIA REINFORCEMENT LEARNING0
Semi-Supervised Sequence Modeling with Cross-View TrainingCode0
Towards JointUD: Part-of-speech Tagging and Lemmatization using Recurrent Neural NetworksCode0
82 Treebanks, 34 Models: Universal Dependency Parsing with Multi-Treebank Models0
Top-down Tree Structured Decoding with Syntactic Connections for Neural Machine Translation and Parsing0
What can we learn from Semantic Tagging?0
Universal Dependency Parsing with a General Transition-Based DAG ParserCode0
Unsupervised Learning of Syntactic Structure with Invertible Neural ProjectionsCode0
What do character-level models learn about morphology? The case of dependency parsing0
An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing0
Computing Word Classes Using Spectral Clustering0
Adversarial Neural Networks for Cross-lingual Sequence Tagging0
Building a Kannada POS Tagger Using Machine Learning and Neural Network ModelsCode0
Seq2seq Dependency ParsingCode0
Dynamic Feature Selection with Attention in Incremental Parsing0
Quantifying training challenges of dependency parsers0
Learning Word Meta-Embeddings by AutoencodingCode0
Reading Comprehension with Graph-based Temporal-Casual Reasoning0
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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