Taxonomy of abstractive dialogue summarization: scenarios, approaches, and future directions
Abstractive dialogue summarization generates a concise and fluent summary covering the
salient information in a dialogue among two or more interlocutors. It has attracted significant …
salient information in a dialogue among two or more interlocutors. It has attracted significant …
What's under the hood: Investigating Automatic Metrics on Meeting Summarization
Meeting summarization has become a critical task considering the increase in online
interactions. While new techniques are introduced regularly, their evaluation uses metrics …
interactions. While new techniques are introduced regularly, their evaluation uses metrics …
Dialogue summaries as dialogue states (DS2), template-guided summarization for few-shot dialogue state tracking
Annotating task-oriented dialogues is notorious for the expensive and difficult data collection
process. Few-shot dialogue state tracking (DST) is a realistic solution to this problem. In this …
process. Few-shot dialogue state tracking (DST) is a realistic solution to this problem. In this …
ArgLegalSumm: Improving abstractive summarization of legal documents with argument mining
A challenging task when generating summaries of legal documents is the ability to address
their argumentative nature. We introduce a simple technique to capture the argumentative …
their argumentative nature. We introduce a simple technique to capture the argumentative …
Improving automatic summarization for browsing longform spoken dialog
Longform spoken dialog delivers rich streams of informative content through podcasts,
interviews, debates, and meetings. While production of this medium has grown …
interviews, debates, and meetings. While production of this medium has grown …
DialSummEval: Revisiting summarization evaluation for dialogues
Dialogue summarization is receiving increasing attention from researchers due to its
extraordinary difficulty and unique application value. We observe that current dialogue …
extraordinary difficulty and unique application value. We observe that current dialogue …
A Novel Topic Segmentation Approach for Enhanced Dialogue Summarization
Z Ren - 2024 - adwenpub.com
Dialogue summarization aims to distill a given conversation into a brief and focused
summary. The challenge lies in the diverse perspectives of participants and the frequent …
summary. The challenge lies in the diverse perspectives of participants and the frequent …
Summaries, Highlights, and Action items: Design, implementation and evaluation of an LLM-powered meeting recap system
Meetings play a critical infrastructural role in the coordination of work. In recent years, due to
shift to hybrid and remote work, more meetings are moving to online Computer Mediated …
shift to hybrid and remote work, more meetings are moving to online Computer Mediated …
Enhancing dialogue summarization with topic-aware global-and local-level centrality
Dialogue summarization aims to condense a given dialogue into a simple and focused
summary text. Typically, both the roles' viewpoints and conversational topics change in the …
summary text. Typically, both the roles' viewpoints and conversational topics change in the …
Mutually improved response generation and dialogue summarization for multi-domain task-oriented dialogue systems
With the development of pre-trained language models (PrLM), the research of PrLM-based
multi-domain task-oriented dialogue systems (TOD) has attracted growing attention and has …
multi-domain task-oriented dialogue systems (TOD) has attracted growing attention and has …