SOTAVerified

Discourse Parsing

Papers

Showing 125 of 189 papers

TitleStatusHype
RST Discourse Parsing with Second-Stage EDU-Level Pre-trainingCode1
Multilingual Neural RST Discourse ParsingCode1
Fast Rhetorical Structure Theory Discourse ParsingCode1
Prompt-based Logical Semantics Enhancement for Implicit Discourse Relation RecognitionCode1
RST Parsing from ScratchCode1
Neural RST-based Evaluation of Discourse CoherenceCode1
A Top-Down Neural Architecture towards Text-Level Parsing of Discourse Rhetorical StructureCode1
DMRST: A Joint Framework for Document-Level Multilingual RST Discourse Segmentation and ParsingCode1
Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse StructureCode1
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation ClassificationCode1
Top-down Discourse Parsing via Sequence LabellingCode1
Top-Down RST Parsing Utilizing Granularity Levels in DocumentsCode1
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse ParsingCode1
ASER: Towards Large-scale Commonsense Knowledge Acquisition via Higher-order Selectional Preference over EventualitiesCode1
ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple SentencesCode1
A Structure Self-Aware Model for Discourse Parsing on Multi-Party DialoguesCode1
Can we obtain significant success in RST discourse parsing by using Large Language Models?Code1
discopy: A Neural System for Shallow Discourse ParsingCode1
GCDT: A Chinese RST Treebank for Multigenre and Multilingual Discourse ParsingCode1
Improving Multi-Party Dialogue Discourse Parsing via Domain IntegrationCode1
A Joint Model for Semantic Sequences: Frames, Entities, Sentiments0
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing0
A Conditional Splitting Framework for Efficient Constituency Parsing0
A Shallow Discourse Parsing System Based On Maximum Entropy Model0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Top-down Span-based ParserRST-Parseval (Span)87Unverified
2Two-stage ParserRST-Parseval (Span)86Unverified
3Bottom-up Linear-chain CRF-based ParserRST-Parseval (Span)85.7Unverified
4Two-stage Discourse Parser with a Sliding WindowRST-Parseval (Span)83.84Unverified
5Guz et al. (2020) (pretrained)Standard Parseval (Span)72.94Unverified
6Guz et al. (2020)Standard Parseval (Span)72.43Unverified
7Top-down Span-based Parser with Silver Agreement Subtrees (ensemble)RST-Parseval (Full)62.6Unverified
8Top-down Span-based Parser with Silver Agreement SubtreesRST-Parseval (Full)61.8Unverified
9Transition-based Parser with Implicit Syntax FeaturesRST-Parseval (Full)59.9Unverified
10Bottom-up Llama 2 (70B)Standard Parseval (Full)58.1Unverified
#ModelMetricClaimedVerifiedStatus
1Bottom-up (DeBERTa)Standard Parseval (Nuclearity)60Unverified
2Top-down (DeBERTa)Standard Parseval (Nuclearity)57.9Unverified
3Bottom-up (XLNet)Standard Parseval (Nuclearity)56.4Unverified
4Top-down (RoBERTa)Standard Parseval (Nuclearity)56.1Unverified
5Bottom-up (RoBERTa)Standard Parseval (Nuclearity)55.5Unverified
6Top-down (XLNet)Standard Parseval (Nuclearity)55.2Unverified
7Top-down (SpanBERT)Standard Parseval (Nuclearity)54.5Unverified
8Bottom-up (SpanBERT)Standard Parseval (Nuclearity)53.8Unverified
9Guz et al. (2020) (pretrained)Standard Parseval (Nuclearity)46.59Unverified
10Bottom-up (BERT)Standard Parseval (Nuclearity)46.3Unverified
#ModelMetricClaimedVerifiedStatus
1DPLink & Rel F164.9Unverified
2StructuredLink & Rel F159.9Unverified
3SSP-BERT + SCIJELink & Rel F159.4Unverified
4HG-MDPLink & Rel F158.5Unverified
5Struct-AwareLink & Rel F158.4Unverified
6HierarchicalLink & Rel F156.1Unverified
7Deep SequentialLink & Rel F154.8Unverified
#ModelMetricClaimedVerifiedStatus
1StructuredLink & Rel F159.6Unverified
2SSP-BERT + SCIJELink & Rel F157.4Unverified
3Struct-AwareLink & Rel F157.3Unverified
4HierarchicalLink & Rel F157.2Unverified
5DiscProRecoLink & Rel F157Unverified
6Deep SequentialLink & Rel F155.7Unverified
7HG-MDPLink & Rel F155.6Unverified