SOTAVerified

Discourse Parsing

Papers

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Showing 26–50 of 189 papers

TitleStatusHype
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