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Dependency Parsing

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하위 태스크: 5
평가표: 16
보존된 평가 기록: 54

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).

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/emorynlp/elit

공식 코드

ELIT: Emory Language and Information Toolkit

https://github.com/emorynlp/seq2seq-corenlp

공식 코드

Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure Parsing

https://github.com/eric11eca/Udep2Mono

공식 코드

Monotonicity Marking from Universal Dependency Trees

https://github.com/ethch18/parsing-mbert

공식 코드

Parsing with Multilingual BERT, a Small Corpus, and a Small Treebank

https://github.com/ethch18/specializing-multilingual

공식 코드

Specializing Multilingual Language Models: An Empirical Study

https://github.com/fastnlp/JointCwsParser

공식 코드

A Graph-based Model for Joint Chinese Word Segmentation and Dependency Parsing

https://github.com/fastnlp/fastHan

공식 코드

fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP

https://github.com/fe1ixxu/ZeroShot-CrossLing-Parsing

공식 코드

Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding Transformation

https://github.com/filemon11/discoparset-supertag

공식 코드

Integrating Supertag Features into Neural Discontinuous Constituent Parsing

https://github.com/google-research/google-research/tree/master/structformer

공식 코드

StructFormer: Joint Unsupervised Induction of Dependency and Constituency Structure from Masked Language Modeling

https://github.com/gucorpling/gentle

공식 코드

GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluation

https://github.com/hao-cheng/biattdp

공식 코드

Bi-directional Attention with Agreement for Dependency Parsing

https://github.com/hkulyc/legalai

공식 코드

Court Judgement Labeling Using Topic Modeling and Syntactic Parsing

https://github.com/huggingface/transformers

공식 코드

CamemBERT: a Tasty French Language Model

https://github.com/huspacy/huspacy

공식 코드

Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines

https://github.com/hwijeen/langrank

공식 코드

Cross-Cultural Similarity Features for Cross-Lingual Transfer Learning of Pragmatically Motivated Tasks

https://github.com/hyperparticle/udify

공식 코드

75 Languages, 1 Model: Parsing Universal Dependencies Universally

https://github.com/idiap/g2g-transformer

공식 코드

Recursive Non-Autoregressive Graph-to-Graph Transformer for Dependency Parsing with Iterative Refinement

https://github.com/ironsword666/chardepparsing

공식 코드

Character-Level Chinese Dependency Parsing via Modeling Latent Intra-Word Structure

https://github.com/irshadbhat/nsdp-cs

공식 코드

Universal Dependency Parsing for Hindi-English Code-switching

https://github.com/isvy08/usdp

공식 코드

Unsupervised Sentence Simplification via Dependency Parsing

https://github.com/jhcross/span-parser

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Span-Based Constituency Parsing with a Structure-Label System and Provably Optimal Dynamic Oracles

https://github.com/jivnesh/sanskritshala

공식 코드

SanskritShala: A Neural Sanskrit NLP Toolkit with Web-Based Interface for Pedagogical and Annotation Purposes

https://github.com/jowagner/mtb-tri-training

공식 코드

Revisiting Tri-training of Dependency Parsers

https://github.com/jowagner/tbev-prediction

공식 코드

Treebank Embedding Vectors for Out-of-domain Dependency Parsing

https://github.com/jowagner/ud-combination

공식 코드

Revisiting Tri-training of Dependency Parsers

https://github.com/jungyeul/morphud-korean

공식 코드

Yet Another Format of Universal Dependencies for Korean

https://github.com/juntaoy/biaffine-ner

공식 코드

Named Entity Recognition as Dependency Parsing

https://github.com/jxhe/cross-lingual-struct-flow

공식 코드

Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections

https://github.com/jxhe/struct-learning-with-flow

공식 코드

Unsupervised Learning of Syntactic Structure with Invertible Neural Projections

https://github.com/jzbjyb/SpanRel

공식 코드

Generalizing Natural Language Analysis through Span-relation Representations

https://github.com/kaayy/josydipa

공식 코드

Joint Syntacto-Discourse Parsing and the Syntacto-Discourse Treebank

https://github.com/karlstratos/koreannet

공식 코드

A Sub-Character Architecture for Korean Language Processing

https://github.com/kentonmurray/arabicdetokenizer

공식 코드

Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction

https://github.com/kmkurn/uxtspwsd

공식 코드

Unsupervised Cross-Lingual Transfer of Structured Predictors without Source Data

https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis

공식 코드

Building an Ellipsis-aware Chinese Dependency Treebank for Web Text

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