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 351400 of 1407 papers

TitleStatusHype
Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing0
Deep RNNs Encode Soft Hierarchical Syntax0
Deep Syntax Annotation of the Sequoia French Treebank0
Delexicalized Cross-lingual Dependency Parsing for Xibe0
Coordination Structures in Dependency Treebanks0
Delexicalized Word Embeddings for Cross-lingual Dependency Parsing0
Demographic Dialectal Variation in Social Media: A Case Study of African-American English0
Density-Driven Cross-Lingual Transfer of Dependency Parsers0
Dependency-Based Open Information Extraction0
Dependency-based Pre-ordering for Chinese-English Machine Translation0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews0
A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing0
Coordination-Aware Dependency Parsing (Preliminary Report)0
Dependency Link Embeddings: Continuous Representations of Syntactic Substructures0
Dependency Parser Adaptation with Subtrees from Auto-Parsed Target Domain Data0
Dependency Parsers for Persian0
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank0
Cookpad Parsed Corpus: Linguistic Annotations of Japanese Recipes0
Dependency Parsing as Sequence Labeling with Head-Based Encoding and Multi-Task Learning0
Enhancing Word-Level Semantic Representation via Dependency Structure for Expressive Text-to-Speech Synthesis0
Dependency Parsing Domain Adaptation using Transductive SVM0
Automatic Difficulty Assessment for Chinese Texts0
Dependency parsing for Chinese long sentence: A second-stage main structure parsing method0
Dependency Parsing for Identifying Hungarian Light Verb Constructions0
Dependency parsing for interaction detection in pharmacogenomics0
Dependency Parsing for Spoken Dialog Systems0
Dependency Parsing for Urdu: Resources, Conversions and Learning0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach0
Dependency Parsing in a Morphological rich language, Tamil0
Dependency Parsing is More Parameter-Efficient with Normalization0
Dependency Parsing of Code-Switching Data with Cross-Lingual Feature Representations0
Dependency Parsing of Hungarian: Baseline Results and Challenges0
Converting the T\"uBa-D/Z Treebank of German to Universal Dependencies0
A Simple yet Effective Joint Training Method for Cross-Lingual Universal Dependency Parsing0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language0
Dependency Parsing with Backtracking using Deep Reinforcement Learning0
Benben: A Chinese Intelligent Conversational Robot0
Dependency Parsing with Bounded Block Degree and Well-nestedness via Lagrangian Relaxation and Branch-and-Bound0
Dependency Parsing with Compression Rules0
Dependency Parsing with Dilated Iterated Graph CNNs0
Dependency Parsing with Graph Rewriting0
Dependency parsing with latent refinements of part-of-speech tags0
Dependency Parsing with LSTMs: An Empirical Evaluation0
Dependency Parsing with Partial Annotations: An Empirical Comparison0
Dependency parsing with structure preserving embeddings0
Dependency Parsing with the Structuralized Prompt Template0
Dependency Parsing with Undirected Graphs0
Dependency Parsing with your Eyes: Dependency Structure Predicts Eye Regressions During Reading0
A Dynamic Oracle for Arc-Eager Dependency Parsing0
82 Treebanks, 34 Models: Universal Dependency Parsing with Multi-Treebank Models0
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