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
DeepNL: a Deep Learning NLP pipeline0
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