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Discourse Parsing

Papers

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Showing 151–189 of 189 papers

TitleStatusHype
IIT (BHU) Submission on the CoNLL-2016 Shared Task: Shallow Discourse Parsing using Semantic Lexicons—0
SDP-JAIST: A Shallow Discourse Parsing system @ CoNLL 2016 Shared Task—0
Finding Arguments as Sequence Labeling in Discourse Parsing—0
SoNLP-DP System for ConLL-2016 Chinese Shallow Discourse Parsing—0
SoNLP-DP System for ConLL-2016 English Shallow Discourse Parsing—0
OPT: Oslo--Potsdam--Teesside. Pipelining Rules, Rankers, and Classifier Ensembles for Shallow Discourse Parsing—0
Two Discourse Driven Language Models for Semantics—0
Shallow Discourse Parsing Using Distributed Argument Representations and Bayesian Optimization—0
Neural Network Models for Implicit Discourse Relation Classification in English and Chinese without Surface Features—0
Integer Linear Programming for Discourse Parsing—0
Explicit Argument Identification for Discourse Parsing In Hindi: A Hybrid Pipeline—0
Using lexical and Dependency Features to Disambiguate Discourse Connectives in Hindi—0
Better Document-level Sentiment Analysis from RST Discourse Parsing—0
Joint prediction in MST-style discourse parsing for argumentation mining—0
PDTB Discourse Parsing as a Tagging Task: The Two Taggers Approach—0
Discourse parsing for multi-party chat dialogues—0
Shallow Discourse Parsing Using Constituent Parsing Tree—0
A Shallow Discourse Parsing System Based On Maximum Entropy Model—0
The CoNLL-2015 Shared Task on Shallow Discourse Parsing—0
A Minimalist Approach to Shallow Discourse Parsing and Implicit Relation Recognition—0
Learning Representations for Text-level Discourse Parsing—0
Improving a Pipeline Architecture for Shallow Discourse Parsing—0
Hybrid Approach to PDTB-styled Discourse Parsing for CoNLL-2015—0
Shallow Discourse Parsing with Syntactic and (a Few) Semantic Features—0
Two Practical Rhetorical Structure Theory Parsers—0
Spinning Straw into Gold: Using Free Text to Train Monolingual Alignment Models for Non-factoid Question Answering—0
Improving the Inference of Implicit Discourse Relations via Classifying Explicit Discourse Connectives—0
When Are Tree Structures Necessary for Deep Learning of Representations?—0
A Constituent-Based Approach to Argument Labeling with Joint Inference in Discourse Parsing—0
Recursive Deep Models for Discourse Parsing—0
Representation Learning for Text-level Discourse ParsingCode0
How Could Veins Speed Up The Process Of Discourse Parsing—0
Towards Cross-Domain PDTB-Style Discourse Parsing—0
Constrained Decoding for Text-Level Discourse Parsing—0
An Approach to Discourse Parsing using Sangati and Rhetorical Structure Theory—0
Global Features for Shallow Discourse Parsing—0
Text-level Discourse Parsing with Rich Linguistic Features—0
A Novel Discourse Parser Based on Support Vector Machine Classification—0
An effective Discourse Parser that uses Rich Linguistic Information—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