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Discourse Parsing

Papers

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Showing 101–150 of 189 papers

TitleStatusHype
Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains—0
A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing—0
Window-Based Neural Tagging for Shallow Discourse Argument Labeling—0
Predicting Discourse Structure using Distant Supervision from Sentiment—0
Semantic Graph Convolutional Network for Implicit Discourse Relation Classification—0
利用Attentive來改善端對端中文語篇剖析遞迴類神經網路系統(Using Attentive to improve Recursive LSTM End-to-End Chinese Discourse Parsing)—0
Hierarchical Pointer Net ParsingCode0
Transferring Knowledge from Discourse to Arguments: A Case Study with Scientific Abstracts—0
The Utility of Discourse Parsing Features for Predicting Argumentation Structure—0
The DISRPT 2019 Shared Task on Elementary Discourse Unit Segmentation and Connective Detection—0
ToNy: Contextual embeddings for accurate multilingual discourse segmentation of full documents—0
RST-Tace A tool for automatic comparison and evaluation of RST treesCode0
A Unified Linear-Time Framework for Sentence-Level Discourse ParsingCode0
Discourse Parsing in Videos: A Multi-modal AppraochCode0
A Deep Sequential Model for Discourse Parsing on Multi-Party DialoguesCode0
Learning to Explicitate Connectives with Seq2Seq Network for Implicit Discourse Relation Classification—0
Causal Explanation Analysis on Social Media—0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification—0
Transition-based Neural RST Parsing with Implicit Syntax FeaturesCode0
Joint Modeling of Structure Identification and Nuclearity Recognition in Macro Chinese Discourse Treebank—0
A Unified RvNN Framework for End-to-End Chinese Discourse Parsing—0
Deep Enhanced Representation for Implicit Discourse Relation RecognitionCode0
Discourse Coherence: Concurrent Explicit and Implicit Relations—0
Identifying Explicit Discourse Connectives in German—0
Modeling discourse cohesion for discourse parsing via memory network—0
A Dependency Perspective on RST Discourse Parsing and Evaluation—0
Linear-Time Constituency Parsing with RNNs and Dynamic Programming—0
Can Discourse Relations be Identified Incrementally?—0
Shallow Discourse Parsing with Maximum Entropy Model—0
How much progress have we made on RST discourse parsing? A replication study of recent results on the RST-DT—0
Learning to Rank Semantic Coherence for Topic Segmentation—0
Learning Contextually Informed Representations for Linear-Time Discourse Parsing—0
Does syntax help discourse segmentation? Not so muchCode0
Joint Syntacto-Discourse Parsing and the Syntacto-Discourse TreebankCode0
The CLaC Discourse Parser at CoNLL-2015Code0
The CLaC Discourse Parser at CoNLL-2016—0
Exploring Joint Neural Model for Sentence Level Discourse Parsing and Sentiment Analysis—0
Towards Full Text Shallow Discourse Relation Annotation: Experiments with Cross-Paragraph Implicit Relations in the PDTB—0
A Joint Model for Semantic Sequences: Frames, Entities, Sentiments—0
A Systematic Study of Neural Discourse Models for Implicit Discourse Relation—0
Discourse Relations and Conjoined VPs: Automated Sense Recognition—0
Cross-lingual RST Discourse ParsingCode0
Multi-view and multi-task training of RST discourse parsersCode0
Training Data Enrichment for Infrequent Discourse Relations—0
Detection, Disambiguation and Argument Identification of Discourse Connectives in Chinese Discourse Parsing—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
Empirical comparison of dependency conversions for RST discourse trees—0
Shallow Discourse Parsing Using Convolutional Neural Network—0
CoNLL 2016 Shared Task on Multilingual Shallow Discourse ParsingCode0
The Virginia Tech System at CoNLL-2016 Shared Task on Shallow Discourse Parsing—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