SOTAVerified|Agents Browse Leaderboard About

Discourse Parsing

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 189 papers

Title	Date	Tasks	Status	Hype	Score
Does syntax help discourse segmentation? Not so much	Sep 1, 2017	Discourse ParsingDiscourse Segmentation	CodeCode Available	0	5
MEGA RST Discourse Treebanks with Structure and Nuclearity from Scalable Distant Sentiment Supervision	Nov 5, 2020	Discourse Parsing	CodeCode Available	0	5
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluation	Jun 3, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0	5
Multi-view and multi-task training of RST discourse parsers	Dec 1, 2016	Discourse Parsing	CodeCode Available	0	5
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective Detection	Sep 20, 2021	ClassificationConnective Detection	CodeCode Available	0	5
CoNLL 2016 Shared Task on Multilingual Shallow Discourse Parsing	Aug 1, 2016	Discourse Parsing	CodeCode Available	0	5
Deep Enhanced Representation for Implicit Discourse Relation Recognition	Jul 13, 2018	Discourse ParsingRelation	CodeCode Available	0	5
A Unified Linear-Time Framework for Sentence-Level Discourse Parsing	May 14, 2019	Discourse ParsingSentence	CodeCode Available	0	5
Cross-lingual RST Discourse Parsing	Jan 11, 2017	Discourse Parsing	CodeCode Available	0	5
Hierarchical Pointer Net Parsing	Aug 30, 2019	DecoderDiscourse Parsing	CodeCode Available	0	5

Show:10 25 50

← PrevPage 5 of 19Next →

All datasets RST-DT Instructional-DT (Instr-DT)Molweni STAC

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Top-down Span-based Parser	RST-Parseval (Span)	87	—	Unverified
2	Two-stage Parser	RST-Parseval (Span)	86	—	Unverified
3	Bottom-up Linear-chain CRF-based Parser	RST-Parseval (Span)	85.7	—	Unverified
4	Two-stage Discourse Parser with a Sliding Window	RST-Parseval (Span)	83.84	—	Unverified
5	Guz et al. (2020) (pretrained)	Standard Parseval (Span)	72.94	—	Unverified
6	Guz et al. (2020)	Standard Parseval (Span)	72.43	—	Unverified
7	Top-down Span-based Parser with Silver Agreement Subtrees (ensemble)	RST-Parseval (Full)	62.6	—	Unverified
8	Top-down Span-based Parser with Silver Agreement Subtrees	RST-Parseval (Full)	61.8	—	Unverified
9	Transition-based Parser with Implicit Syntax Features	RST-Parseval (Full)	59.9	—	Unverified
10	Bottom-up Llama 2 (70B)	Standard Parseval (Full)	58.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bottom-up (DeBERTa)	Standard Parseval (Nuclearity)	60	—	Unverified
2	Top-down (DeBERTa)	Standard Parseval (Nuclearity)	57.9	—	Unverified
3	Bottom-up (XLNet)	Standard Parseval (Nuclearity)	56.4	—	Unverified
4	Top-down (RoBERTa)	Standard Parseval (Nuclearity)	56.1	—	Unverified
5	Bottom-up (RoBERTa)	Standard Parseval (Nuclearity)	55.5	—	Unverified
6	Top-down (XLNet)	Standard Parseval (Nuclearity)	55.2	—	Unverified
7	Top-down (SpanBERT)	Standard Parseval (Nuclearity)	54.5	—	Unverified
8	Bottom-up (SpanBERT)	Standard Parseval (Nuclearity)	53.8	—	Unverified
9	Guz et al. (2020) (pretrained)	Standard Parseval (Nuclearity)	46.59	—	Unverified
10	Bottom-up (BERT)	Standard Parseval (Nuclearity)	46.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DP	Link & Rel F1	64.9	—	Unverified
2	Structured	Link & Rel F1	59.9	—	Unverified
3	SSP-BERT + SCIJE	Link & Rel F1	59.4	—	Unverified
4	HG-MDP	Link & Rel F1	58.5	—	Unverified
5	Struct-Aware	Link & Rel F1	58.4	—	Unverified
6	Hierarchical	Link & Rel F1	56.1	—	Unverified
7	Deep Sequential	Link & Rel F1	54.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Structured	Link & Rel F1	59.6	—	Unverified
2	SSP-BERT + SCIJE	Link & Rel F1	57.4	—	Unverified
3	Struct-Aware	Link & Rel F1	57.3	—	Unverified
4	Hierarchical	Link & Rel F1	57.2	—	Unverified
5	DiscProReco	Link & Rel F1	57	—	Unverified
6	Deep Sequential	Link & Rel F1	55.7	—	Unverified
7	HG-MDP	Link & Rel F1	55.6	—	Unverified