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Discourse Parsing

Papers

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Showing 51–75 of 189 papers

TitleStatusHype
A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification—0
A Conditional Splitting Framework for Efficient Constituency Parsing—0
A Dependency Perspective on RST Discourse Parsing and Evaluation—0
Identifying Explicit Discourse Connectives in German—0
Can Discourse Relations be Identified Incrementally?—0
Discourse-Aware Emotion Cause Extraction in Conversations—0
Bottom Up Parsing via Sequence Labeling—0
Discourse parsing for multi-party chat dialogues—0
Discourse Parsing of Contentious, Non-Convergent Online Discussions—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
An Approach to Discourse Parsing using Sangati and Rhetorical Structure Theory—0
A Deeper (Autoregressive) Approach to Non-Convergent Discourse Parsing—0
Better Document-level Sentiment Analysis from RST Discourse Parsing—0
A Complete Shift-Reduce Chinese Discourse Parser with Robust Dynamic Oracle—0
How Could Veins Speed Up The Process Of Discourse Parsing—0
Exploring Joint Neural Model for Sentence Level Discourse Parsing and Sentiment Analysis—0
Automatic Discourse Segmentation: Review and Perspectives—0
Exploiting a lexical resource for discourse connective disambiguation in German—0
Explicit Argument Identification for Discourse Parsing In Hindi: A Hybrid Pipeline—0
A Unified RvNN Framework for End-to-End Chinese Discourse Parsing—0
Finding Arguments as Sequence Labeling in Discourse Parsing—0
A Minimalist Approach to Shallow Discourse Parsing and Implicit Relation Recognition—0
An Annotation Scheme of A Large-scale Multi-party Dialogues Dataset for Discourse Parsing and Machine Comprehension—0
Generic Dependency Modeling in Multi-Party Conversation—0
ESURF: Simple and Effective EDU Segmentation—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