Data

• Penn Discourse Treebank
• RST Discourse Treebank
• The Settlers corpus

Segmentation

• Learning Recursive Segments for Discourse Parsing

Relation identification

• Automatic sense prediction for implicit discourse relations in text
• Learning Connective-based Word Representations

• HILDA: A Discourse Parser Using Support Vector Machine Classification
• Constrained decoding for text-level discourse parsing
• Text-level Discourse Dependency Parsing
• Combining Intra- and Multi-sentential Rhetorical Parsing for Document-level Discourse Analysis
• Representation Learning for Text-level Discourse Parsing
• Multi-view and multi-task training of RST discourse parsers
• Discourse Parsing with Attention-based Hierarchical Neural Networks

Evaluation

• How much progress have we made on RST discourse parsing? A replication study of recent results on the RST-DT