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Discourse Parsing

Papers

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Showing 1–50 of 189 papers

TitleStatusHype
GCDT: A Chinese RST Treebank for Multigenre and Multilingual Discourse ParsingCode1
RST Discourse Parsing with Second-Stage EDU-Level Pre-trainingCode1
ASER: Towards Large-scale Commonsense Knowledge Acquisition via Higher-order Selectional Preference over EventualitiesCode1
Improving Multi-Party Dialogue Discourse Parsing via Domain IntegrationCode1
A Structure Self-Aware Model for Discourse Parsing on Multi-Party DialoguesCode1
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation ClassificationCode1
Multilingual Neural RST Discourse ParsingCode1
Top-Down RST Parsing Utilizing Granularity Levels in DocumentsCode1
RST Parsing from ScratchCode1
Neural RST-based Evaluation of Discourse CoherenceCode1
A Top-Down Neural Architecture towards Text-Level Parsing of Discourse Rhetorical StructureCode1
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse ParsingCode1
ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple SentencesCode1
DMRST: A Joint Framework for Document-Level Multilingual RST Discourse Segmentation and ParsingCode1
Fast Rhetorical Structure Theory Discourse ParsingCode1
Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse StructureCode1
Prompt-based Logical Semantics Enhancement for Implicit Discourse Relation RecognitionCode1
Top-down Discourse Parsing via Sequence LabellingCode1
discopy: A Neural System for Shallow Discourse ParsingCode1
Can we obtain significant success in RST discourse parsing by using Large Language Models?Code1
A Joint Model for Semantic Sequences: Frames, Entities, Sentiments—0
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing—0
Discourse parsing for multi-party chat dialogues—0
A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification—0
A Conditional Splitting Framework for Efficient Constituency Parsing—0
A Shallow Discourse Parsing System Based On Maximum Entropy Model—0
A Simple Global Neural Discourse Parser—0
Constrained Decoding for Text-Level Discourse Parsing—0
A Systematic Study of Neural Discourse Models for Implicit Discourse Relation—0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification—0
Discourse Coherence: Concurrent Explicit and Implicit Relations—0
Discourse Parsing of Contentious, Non-Convergent Online Discussions—0
Acquired TASTE: Multimodal Stance Detection with Textual and Structural Embeddings—0
A Novel Discourse Parser Based on Support Vector Machine Classification—0
Detection, Disambiguation and Argument Identification of Discourse Connectives in Chinese Discourse Parsing—0
An End-to-End Document-Level Neural Discourse Parser Exploiting Multi-Granularity Representations—0
Causal Explanation Analysis on Social Media—0
An effective Discourse Parser that uses Rich Linguistic Information—0
A Dependency Perspective on RST Discourse Parsing and Evaluation—0
Can Discourse Relations be Identified Incrementally?—0
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations—0
Chinese Discourse Parsing: Model and Evaluation—0
Chinese Paragraph-level Discourse Parsing with Global Backward and Local Reverse Reading—0
Comparing PTB and UD information for PDTB discourseconnective identification—0
A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing—0
A description of Turkish Discourse Bank 1.2 and an examination of common dependencies in Turkish discourse—0
Bottom Up Parsing via Sequence Labeling—0
Contextualized Embeddings for Connective Disambiguation in Shallow Discourse Parsing—0
Coreference for Discourse Parsing: A Neural Approach—0
An Approach to Discourse Parsing using Sangati and Rhetorical Structure Theory—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