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Discourse Parsing

Papers

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Showing 101–125 of 189 papers

TitleStatusHype
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
Unleashing the Power of Neural Discourse Parsers - A Context and Structure Aware Approach Using Large Scale Pretraining—0
Unsupervised Inference of Data-Driven Discourse Structures using a Tree Auto-Encoder—0
Unsupervised Learning of Discourse Structures using a Tree Autoencoder—0
Using lexical and Dependency Features to Disambiguate Discourse Connectives in Hindi—0
When Are Tree Structures Necessary for Deep Learning of Representations?—0
Where Are We in Discourse Relation Recognition?—0
Window-Based Neural Tagging for Shallow Discourse Argument Labeling—0
Generic Dependency Modeling in Multi-Party Conversation—0
Global Features for Shallow Discourse Parsing—0
How Could Veins Speed Up The Process Of Discourse Parsing—0
How much progress have we made on RST discourse parsing? A replication study of recent results on the RST-DT—0
Hybrid Approach to PDTB-styled Discourse Parsing for CoNLL-2015—0
Identifying Explicit Discourse Connectives in German—0
IIT (BHU) Submission on the CoNLL-2016 Shared Task: Shallow Discourse Parsing using Semantic Lexicons—0
Improving a Pipeline Architecture for Shallow Discourse Parsing—0
Improving Neural RST Parsing Model with Silver Agreement Subtrees—0
Improving the Inference of Implicit Discourse Relations via Classifying Explicit Discourse Connectives—0
Integer Linear Programming for Discourse Parsing—0
Intent Segmentation of User Queries Via Discourse Parsing—0
Joint Modeling of Structure Identification and Nuclearity Recognition in Macro Chinese Discourse Treebank—0
Joint prediction in MST-style discourse parsing for argumentation mining—0
Labeling Explicit Discourse Relations using Pre-trained Language Models—0
Large Discourse Treebanks from Scalable Distant Supervision—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