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Discourse Parsing

Papers

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Showing 51–100 of 189 papers

TitleStatusHype
A Transformer Based Approach towards Identification of Discourse Unit Segments and Connectives—0
Improving Multi-Party Dialogue Discourse Parsing via Domain IntegrationCode1
DMRST: A Joint Framework for Document-Level Multilingual RST Discourse Segmentation and ParsingCode1
Multi-tasking Dialogue Comprehension with Discourse ParsingCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
A Structure Self-Aware Model for Discourse Parsing on Multi-Party DialoguesCode1
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing—0
Where Are We in Discourse Relation Recognition?—0
A Conditional Splitting Framework for Efficient Constituency Parsing—0
Persian Rhetorical Structure TheoryCode0
ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple SentencesCode1
A Joint Model for Dropped Pronoun Recovery and Conversational Discourse Parsing in Chinese Conversational SpeechCode0
Learning Clause Representation from Dependency-Anchor Graph for Connective PredictionCode0
Improving Neural RST Parsing Model with Silver Agreement Subtrees—0
RST Parsing from ScratchCode1
Predicting Discourse Trees from Transformer-based Neural SummarizersCode0
ASER: Towards Large-scale Commonsense Knowledge Acquisition via Higher-order Selectional Preference over EventualitiesCode1
Top-down Discourse Parsing via Sequence LabellingCode1
An End-to-End Document-Level Neural Discourse Parser Exploiting Multi-Granularity Representations—0
Unsupervised Learning of Discourse Structures using a Tree Autoencoder—0
Discourse Parsing of Contentious, Non-Convergent Online Discussions—0
Multilingual Neural RST Discourse ParsingCode1
Research on Discourse Parsing: from the Dependency View—0
Intent Segmentation of User Queries Via Discourse Parsing—0
Unleashing the Power of Neural Discourse Parsers - A Context and Structure Aware Approach Using Large Scale Pretraining—0
Exploiting a lexical resource for discourse connective disambiguation in German—0
Chinese Paragraph-level Discourse Parsing with Global Backward and Local Reverse Reading—0
Unleashing the Power of Neural Discourse Parsers -- A Context and Structure Aware Approach Using Large Scale Pretraining—0
MEGA RST Discourse Treebanks with Structure and Nuclearity from Scalable Distant Sentiment SupervisionCode0
Contextualized Embeddings for Connective Disambiguation in Shallow Discourse Parsing—0
Coreference for Discourse Parsing: A Neural Approach—0
Neural RST-based Evaluation of Discourse CoherenceCode1
A Simple Global Neural Discourse Parser—0
A Complete Shift-Reduce Chinese Discourse Parser with Robust Dynamic Oracle—0
Labeling Explicit Discourse Relations using Pre-trained Language Models—0
Comparing PTB and UD information for PDTB discourseconnective identification—0
A Top-Down Neural Architecture towards Text-Level Parsing of Discourse Rhetorical StructureCode1
The Potsdam Commentary Corpus 2.2: Extending Annotations for Shallow Discourse Parsing—0
Shallow Discourse Parsing for Under-Resourced Languages: Combining Machine Translation and Annotation Projection—0
Semi-Supervised Tri-Training for Explicit Discourse Argument Expansion—0
Chinese Discourse Parsing: Model and Evaluation—0
Automatic Discourse Segmentation: Review and Perspectives—0
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation ClassificationCode1
Towards Discourse Parsing-inspired Semantic Storytelling—0
Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse StructureCode1
Top-Down RST Parsing Utilizing Granularity Levels in DocumentsCode1
Unsupervised Discourse Constituency Parsing Using Viterbi EMCode0
Zero-shot Chinese Discourse Dependency Parsing via Cross-lingual Mapping—0
An Annotation Scheme of A Large-scale Multi-party Dialogues Dataset for Discourse Parsing and Machine Comprehension—0
Window-Based Neural Tagging for Shallow Discourse Argument Labeling—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Top-down Span-based ParserRST-Parseval (Span)87—Unverified
2Two-stage ParserRST-Parseval (Span)86—Unverified
3Bottom-up Linear-chain CRF-based ParserRST-Parseval (Span)85.7—Unverified
4Two-stage Discourse Parser with a Sliding WindowRST-Parseval (Span)83.84—Unverified
5Guz et al. (2020) (pretrained)Standard Parseval (Span)72.94—Unverified
6Guz et al. (2020)Standard Parseval (Span)72.43—Unverified
7Top-down Span-based Parser with Silver Agreement Subtrees (ensemble)RST-Parseval (Full)62.6—Unverified
8Top-down Span-based Parser with Silver Agreement SubtreesRST-Parseval (Full)61.8—Unverified
9Transition-based Parser with Implicit Syntax FeaturesRST-Parseval (Full)59.9—Unverified
10Bottom-up Llama 2 (70B)Standard Parseval (Full)58.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Bottom-up (DeBERTa)Standard Parseval (Nuclearity)60—Unverified
2Top-down (DeBERTa)Standard Parseval (Nuclearity)57.9—Unverified
3Bottom-up (XLNet)Standard Parseval (Nuclearity)56.4—Unverified
4Top-down (RoBERTa)Standard Parseval (Nuclearity)56.1—Unverified
5Bottom-up (RoBERTa)Standard Parseval (Nuclearity)55.5—Unverified
6Top-down (XLNet)Standard Parseval (Nuclearity)55.2—Unverified
7Top-down (SpanBERT)Standard Parseval (Nuclearity)54.5—Unverified
8Bottom-up (SpanBERT)Standard Parseval (Nuclearity)53.8—Unverified
9Guz et al. (2020) (pretrained)Standard Parseval (Nuclearity)46.59—Unverified
10Bottom-up (BERT)Standard Parseval (Nuclearity)46.3—Unverified
#ModelMetricClaimedVerifiedStatus
1DPLink & Rel F164.9—Unverified
2StructuredLink & Rel F159.9—Unverified
3SSP-BERT + SCIJELink & Rel F159.4—Unverified
4HG-MDPLink & Rel F158.5—Unverified
5Struct-AwareLink & Rel F158.4—Unverified
6HierarchicalLink & Rel F156.1—Unverified
7Deep SequentialLink & Rel F154.8—Unverified
#ModelMetricClaimedVerifiedStatus
1StructuredLink & Rel F159.6—Unverified
2SSP-BERT + SCIJELink & Rel F157.4—Unverified
3Struct-AwareLink & Rel F157.3—Unverified
4HierarchicalLink & Rel F157.2—Unverified
5DiscProRecoLink & Rel F157—Unverified
6Deep SequentialLink & Rel F155.7—Unverified
7HG-MDPLink & Rel F155.6—Unverified