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Discourse Parsing

Papers

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Showing 101–125 of 189 papers

TitleStatusHype
SoNLP-DP System for ConLL-2016 English Shallow Discourse Parsing—0
Spinning Straw into Gold: Using Free Text to Train Monolingual Alignment Models for Non-factoid Question Answering—0
Text-level Discourse Parsing with Rich Linguistic Features—0
The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error—0
The CLaC Discourse Parser at CoNLL-2016—0
The CoNLL-2015 Shared Task on Shallow Discourse Parsing—0
The DISRPT 2019 Shared Task on Elementary Discourse Unit Segmentation and Connective Detection—0
The DISRPT 2021 Shared Task on Elementary Discourse Unit Segmentation, Connective Detection, and Relation Classification—0
The Potsdam Commentary Corpus 2.2: Extending Annotations for Shallow Discourse Parsing—0
The Role of Context and Uncertainty in Shallow Discourse Parsing—0
The Utility of Discourse Parsing Features for Predicting Argumentation Structure—0
The Virginia Tech System at CoNLL-2016 Shared Task on Shallow Discourse Parsing—0
ToNy: Contextual embeddings for accurate multilingual discourse segmentation of full documents—0
Topic-driven Distant Supervision Framework for Macro-level Discourse Parsing—0
Toward Automatic Discourse Parsing of Student Writing Motivated by Neural Interpretation—0
Towards Cross-Domain PDTB-Style Discourse Parsing—0
Towards Discourse Parsing-inspired Semantic Storytelling—0
Towards Domain-Independent Supervised Discourse Parsing Through Gradient Boosting—0
Towards Full Text Shallow Discourse Relation Annotation: Experiments with Cross-Paragraph Implicit Relations in the PDTB—0
Towards Identifying Alternative-Lexicalization Signals of Discourse Relations—0
Training Data Enrichment for Infrequent Discourse Relations—0
Transferring Knowledge from Discourse to Arguments: A Case Study with Scientific Abstracts—0
Two Discourse Driven Language Models for Semantics—0
Two Practical Rhetorical Structure Theory Parsers—0
Unleashing the Power of Neural Discourse Parsers -- A Context and Structure Aware Approach Using Large Scale Pretraining—0
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All datasetsRST-DTInstructional-DT (Instr-DT)MolweniSTAC

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