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Discourse Parsing

Papers

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Showing 1–50 of 189 papers

TitleStatusHype
CoMuMDR: Code-mixed Multi-modal Multi-domain corpus for Discourse paRsing in conversationsCode0
ESURF: Simple and Effective EDU Segmentation—0
Acquired TASTE: Multimodal Stance Detection with Textual and Structural Embeddings—0
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and DomainsCode0
Bilingual Rhetorical Structure Parsing with Large Parallel AnnotationsCode0
Llamipa: An Incremental Discourse Parser—0
Unsupervised Mutual Learning of Dialogue Discourse Parsing and Topic SegmentationCode0
Can we obtain significant success in RST discourse parsing by using Large Language Models?Code1
Prompt-based Logical Semantics Enhancement for Implicit Discourse Relation RecognitionCode1
QUDEVAL: The Evaluation of Questions Under Discussion Discourse ParsingCode0
What's Hard in English RST Parsing? Predictive Models for Error AnalysisCode0
RST-style Discourse Parsing Guided by Document-level Content Structures—0
A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification—0
Structured Dialogue Discourse ParsingCode0
Cross-Genre Argument Mining: Can Language Models Automatically Fill in Missing Discourse Markers?—0
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic EvaluationCode0
Advancing Topic Segmentation and Outline Generation in Chinese Texts: The Paragraph-level Topic Representation, Corpus, and BenchmarkCode0
Topic-driven Distant Supervision Framework for Macro-level Discourse Parsing—0
A Deeper (Autoregressive) Approach to Non-Convergent Discourse Parsing—0
Uncovering the Potential of ChatGPT for Discourse Analysis in Dialogue: An Empirical StudyCode0
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations—0
Why Can't Discourse Parsing Generalize? A Thorough Investigation of the Impact of Data DiversityCode0
Discourse-Aware Emotion Cause Extraction in Conversations—0
GCDT: A Chinese RST Treebank for Multigenre and Multilingual Discourse ParsingCode1
Large Discourse Treebanks from Scalable Distant Supervision—0
Unsupervised Inference of Data-Driven Discourse Structures using a Tree Auto-Encoder—0
Less is More: A Lightweight and Robust Neural Architecture for Discourse Parsing—0
Towards Domain-Independent Supervised Discourse Parsing Through Gradient Boosting—0
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse ParsingCode1
Shallow Discourse Parsing for Open Information Extraction and Text Simplification—0
Easy-First Bottom-Up Discourse Parsing via Sequence Labelling—0
The Role of Context and Uncertainty in Shallow Discourse Parsing—0
Speaker-Aware Discourse Parsing on Multi-Party DialoguesCode0
A Distance-Aware Multi-Task Framework for Conversational Discourse ParsingCode0
Towards Identifying Alternative-Lexicalization Signals of Discourse Relations—0
A description of Turkish Discourse Bank 1.2 and an examination of common dependencies in Turkish discourse—0
Toward Automatic Discourse Parsing of Student Writing Motivated by Neural Interpretation—0
RST Discourse Parsing with Second-Stage EDU-Level Pre-trainingCode1
Revisiting Shallow Discourse Parsing in the PDTB-3: Handling Intra-sentential Implicits—0
The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser ErrorCode0
Predicting Above-Sentence Discourse Structure using Distant Supervision from Topic Segmentation—0
STEM: Unsupervised STructural EMbedding for Stance DetectionCode0
Generic Dependency Modeling in Multi-Party Conversation—0
Sentence-Level Discourse Parsing as Text-to-Text Generation—0
Bottom Up Parsing via Sequence Labeling—0
The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error—0
A Language Model-based Generative Classifier for Sentence-level Discourse Parsing—0
discopy: A Neural System for Shallow Discourse ParsingCode1
Multi-lingual Discourse Segmentation and Connective Identification: MELODI at Disrpt2021—0
The DISRPT 2021 Shared Task on Elementary Discourse Unit Segmentation, Connective Detection, and Relation Classification—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