A survey on dialogue summarization: Recent advances and new frontiers
Dialogue summarization aims to condense the original dialogue into a shorter version
covering salient information, which is a crucial way to reduce dialogue data overload …
covering salient information, which is a crucial way to reduce dialogue data overload …
The digital scribe in clinical practice: a scoping review and research agenda
The number of clinician burnouts is increasing and has been linked to a high administrative
burden. Automatic speech recognition (ASR) and natural language processing (NLP) …
burden. Automatic speech recognition (ASR) and natural language processing (NLP) …
A hierarchical network for abstractive meeting summarization with cross-domain pretraining
With the abundance of automatic meeting transcripts, meeting summarization is of great
interest to both participants and other parties. Traditional methods of summarizing meetings …
interest to both participants and other parties. Traditional methods of summarizing meetings …
Structure-aware abstractive conversation summarization via discourse and action graphs
Abstractive conversation summarization has received much attention recently. However,
these generated summaries often suffer from insufficient, redundant, or incorrect content …
these generated summaries often suffer from insufficient, redundant, or incorrect content …
Topic-aware contrastive learning for abstractive dialogue summarization
Unlike well-structured text, such as news reports and encyclopedia articles, dialogue content
often comes from two or more interlocutors, exchanging information with each other. In such …
often comes from two or more interlocutors, exchanging information with each other. In such …
Language model as an annotator: Exploring DialoGPT for dialogue summarization
Current dialogue summarization systems usually encode the text with a number of general
semantic features (eg, keywords and topics) to gain more powerful dialogue modeling …
semantic features (eg, keywords and topics) to gain more powerful dialogue modeling …
Generating SOAP notes from doctor-patient conversations using modular summarization techniques
Following each patient visit, physicians draft long semi-structured clinical summaries called
SOAP notes. While invaluable to clinicians and researchers, creating digital SOAP notes is …
SOAP notes. While invaluable to clinicians and researchers, creating digital SOAP notes is …
Controllable neural dialogue summarization with personal named entity planning
In this paper, we propose a controllable neural generation framework that can flexibly guide
dialogue summarization with personal named entity planning. The conditional sequences …
dialogue summarization with personal named entity planning. The conditional sequences …
ConvoSumm: Conversation summarization benchmark and improved abstractive summarization with argument mining
While online conversations can cover a vast amount of information in many different formats,
abstractive text summarization has primarily focused on modeling solely news articles. This …
abstractive text summarization has primarily focused on modeling solely news articles. This …
Coreference-aware dialogue summarization
Summarizing conversations via neural approaches has been gaining research traction
lately, yet it is still challenging to obtain practical solutions. Examples of such challenges …
lately, yet it is still challenging to obtain practical solutions. Examples of such challenges …