SOTAVerified

Discourse Parsing

Papers

Showing 126150 of 189 papers

TitleStatusHype
Linear-Time Constituency Parsing with RNNs and Dynamic Programming0
Can Discourse Relations be Identified Incrementally?0
Shallow Discourse Parsing with Maximum Entropy Model0
Does syntax help discourse segmentation? Not so muchCode0
How much progress have we made on RST discourse parsing? A replication study of recent results on the RST-DT0
Learning Contextually Informed Representations for Linear-Time Discourse Parsing0
Learning to Rank Semantic Coherence for Topic Segmentation0
Joint Syntacto-Discourse Parsing and the Syntacto-Discourse TreebankCode0
The CLaC Discourse Parser at CoNLL-20160
The CLaC Discourse Parser at CoNLL-2015Code0
Exploring Joint Neural Model for Sentence Level Discourse Parsing and Sentiment Analysis0
Towards Full Text Shallow Discourse Relation Annotation: Experiments with Cross-Paragraph Implicit Relations in the PDTB0
A Joint Model for Semantic Sequences: Frames, Entities, Sentiments0
Discourse Relations and Conjoined VPs: Automated Sense Recognition0
A Systematic Study of Neural Discourse Models for Implicit Discourse Relation0
Cross-lingual RST Discourse ParsingCode0
Detection, Disambiguation and Argument Identification of Discourse Connectives in Chinese Discourse Parsing0
Training Data Enrichment for Infrequent Discourse Relations0
Multi-view and multi-task training of RST discourse parsersCode0
Discourse Parsing with Attention-based Hierarchical Neural Networks0
Empirical comparison of dependency conversions for RST discourse trees0
The Virginia Tech System at CoNLL-2016 Shared Task on Shallow Discourse Parsing0
Finding Arguments as Sequence Labeling in Discourse Parsing0
IIT (BHU) Submission on the CoNLL-2016 Shared Task: Shallow Discourse Parsing using Semantic Lexicons0
OPT: Oslo--Potsdam--Teesside. Pipelining Rules, Rankers, and Classifier Ensembles for Shallow Discourse Parsing0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Top-down Span-based ParserRST-Parseval (Span)87Unverified
2Two-stage ParserRST-Parseval (Span)86Unverified
3Bottom-up Linear-chain CRF-based ParserRST-Parseval (Span)85.7Unverified
4Two-stage Discourse Parser with a Sliding WindowRST-Parseval (Span)83.84Unverified
5Guz et al. (2020) (pretrained)Standard Parseval (Span)72.94Unverified
6Guz et al. (2020)Standard Parseval (Span)72.43Unverified
7Top-down Span-based Parser with Silver Agreement Subtrees (ensemble)RST-Parseval (Full)62.6Unverified
8Top-down Span-based Parser with Silver Agreement SubtreesRST-Parseval (Full)61.8Unverified
9Transition-based Parser with Implicit Syntax FeaturesRST-Parseval (Full)59.9Unverified
10Bottom-up Llama 2 (70B)Standard Parseval (Full)58.1Unverified
#ModelMetricClaimedVerifiedStatus
1Bottom-up (DeBERTa)Standard Parseval (Nuclearity)60Unverified
2Top-down (DeBERTa)Standard Parseval (Nuclearity)57.9Unverified
3Bottom-up (XLNet)Standard Parseval (Nuclearity)56.4Unverified
4Top-down (RoBERTa)Standard Parseval (Nuclearity)56.1Unverified
5Bottom-up (RoBERTa)Standard Parseval (Nuclearity)55.5Unverified
6Top-down (XLNet)Standard Parseval (Nuclearity)55.2Unverified
7Top-down (SpanBERT)Standard Parseval (Nuclearity)54.5Unverified
8Bottom-up (SpanBERT)Standard Parseval (Nuclearity)53.8Unverified
9Guz et al. (2020) (pretrained)Standard Parseval (Nuclearity)46.59Unverified
10Bottom-up (BERT)Standard Parseval (Nuclearity)46.3Unverified
#ModelMetricClaimedVerifiedStatus
1DPLink & Rel F164.9Unverified
2StructuredLink & Rel F159.9Unverified
3SSP-BERT + SCIJELink & Rel F159.4Unverified
4HG-MDPLink & Rel F158.5Unverified
5Struct-AwareLink & Rel F158.4Unverified
6HierarchicalLink & Rel F156.1Unverified
7Deep SequentialLink & Rel F154.8Unverified
#ModelMetricClaimedVerifiedStatus
1StructuredLink & Rel F159.6Unverified
2SSP-BERT + SCIJELink & Rel F157.4Unverified
3Struct-AwareLink & Rel F157.3Unverified
4HierarchicalLink & Rel F157.2Unverified
5DiscProRecoLink & Rel F157Unverified
6Deep SequentialLink & Rel F155.7Unverified
7HG-MDPLink & Rel F155.6Unverified