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Discourse Parsing

Papers

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Showing 151–189 of 189 papers

TitleStatusHype
A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing—0
A Shallow Discourse Parsing System Based On Maximum Entropy Model—0
A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification—0
A Simple Global Neural Discourse Parser—0
A Systematic Study of Neural Discourse Models for Implicit Discourse Relation—0
A Transformer Based Approach towards Identification of Discourse Unit Segments and Connectives—0
A Unified RvNN Framework for End-to-End Chinese Discourse Parsing—0
Automatic Discourse Segmentation: Review and Perspectives—0
Better Document-level Sentiment Analysis from RST Discourse Parsing—0
Bottom Up Parsing via Sequence Labeling—0
Can Discourse Relations be Identified Incrementally?—0
Causal Explanation Analysis on Social Media—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
Constrained Decoding for Text-Level Discourse Parsing—0
Contextualized Embeddings for Connective Disambiguation in Shallow Discourse Parsing—0
Coreference for Discourse Parsing: A Neural Approach—0
Cross-Genre Argument Mining: Can Language Models Automatically Fill in Missing Discourse Markers?—0
Detection, Disambiguation and Argument Identification of Discourse Connectives in Chinese Discourse Parsing—0
Discourse-Aware Emotion Cause Extraction in Conversations—0
Discourse Coherence: Concurrent Explicit and Implicit Relations—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
Discourse Relations and Conjoined VPs: Automated Sense Recognition—0
Easy-First Bottom-Up Discourse Parsing via Sequence Labelling—0
Empirical comparison of dependency conversions for RST discourse trees—0
ESURF: Simple and Effective EDU Segmentation—0
Explicit Argument Identification for Discourse Parsing In Hindi: A Hybrid Pipeline—0
Exploiting a lexical resource for discourse connective disambiguation in German—0
Exploring Joint Neural Model for Sentence Level Discourse Parsing and Sentiment Analysis—0
Finding Arguments as Sequence Labeling in Discourse Parsing—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
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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