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Dialogue Understanding

6 papers with code · Natural Language Processing
Subtask of 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.

CONVERSATIONAL RESPONSE SELECTION DIALOGUE UNDERSTANDING

DREAM: A Challenge Dataset and Models for Dialogue-Based Reading Comprehension

1 Feb 2019nlpdata/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.

DIALOGUE UNDERSTANDING READING COMPREHENSION

A Natural Language Corpus of Common Grounding under Continuous and Partially-Observable Context

8 Jul 2019Alab-NII/onecommon

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

ACL 2018 bearblog/CoreRank

We introduce a novel graph-based framework for abstractive meeting speech summarization that is fully unsupervised and does not rely on any annotations.

 SOTA for Meeting Summarization on 300W (using extra training data)

ABSTRACTIVE TEXT SUMMARIZATION DIALOGUE UNDERSTANDING MEETING SUMMARIZATION SENTENCE COMPRESSION WORD EMBEDDINGS

Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation Learning

27 Feb 2020wangtianyiftd/dialogue_pretrain

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