Dialogue Understanding Edit Task
Natural Language Processing • Dialogue
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A Repository of Conversational Datasets
WS 2019
• PolyAI-LDN/conversational-datasets
• 
Progress in Machine Learning is often driven by the availability of large datasets, and consistent evaluation metrics for comparing modeling approaches.
Utterance-level Dialogue Understanding: An Empirical Study
Most of these approaches account for the context for effective understanding.
DIALOGUE UNDERSTANDING GOAL-ORIENTED DIALOGUE SYSTEMS TEXT GENERATION
DREAM: A Challenge Dataset and Models for Dialogue-Based Reading Comprehension
• nlpdata/dream
•
DREAM is likely to present significant challenges for existing reading comprehension systems: 84% of answers are non-extractive, 85% of questions require reasoning beyond a single sentence, and 34% of questions also involve commonsense knowledge.
Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse Structure
Research into the area of multiparty dialog has grown considerably over recent years.
DIALOGUE UNDERSTANDING DISCOURSE PARSING MACHINE READING COMPREHENSION
A Deep Sequential Model for Discourse Parsing on Multi-Party Dialogues
• shizhouxing/DialogueDiscourseParsing
•
This paper presents a deep sequential model for parsing discourse dependency structures of multi-party dialogues.
DIALOGUE UNDERSTANDING DISCOURSE PARSING LINK PREDICTION QUESTION ANSWERING RELATION CLASSIFICATION SENTIMENT ANALYSIS
A Natural Language Corpus of Common Grounding under Continuous and Partially-Observable Context
Finally, we evaluate and analyze baseline neural models on a simple subtask that requires recognition of the created common ground.
DIALOGUE UNDERSTANDING GOAL-ORIENTED DIALOG LANGUAGE ACQUISITION
Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization
We introduce a novel graph-based framework for abstractive meeting speech summarization that is fully unsupervised and does not rely on any annotations.
ABSTRACTIVE TEXT SUMMARIZATION DIALOGUE UNDERSTANDING MEETING SUMMARIZATION SENTENCE COMPRESSION WORD EMBEDDINGS
Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation Learning
Multi-role dialogue understanding comprises a wide range of diverse tasks such as question answering, act classification, dialogue summarization etc.
DIALOGUE UNDERSTANDING QUESTION ANSWERING REPRESENTATION LEARNING