activity
20152022
most citedText Summarization with Pretrained Encoders

149 citations · 420 across the 21 of their papers we have counts for

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Showing 2021Show all

7 papers · 1 filter

cs.CL2021★ 6 cited

End-to-End Segmentation-based News Summarization

Yang Liu, Chenguang Zhu, Michael Zeng

In this paper, we bring a new way of digesting news content by introducing the task of segmenting a news article into multiple sections and generating the corresponding summary to…

cs.CL2021

DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization

Ming Zhong, Yang Liu, Yichong Xu +2

Dialogue is an essential part of human communication and cooperation. Existing research mainly focuses on short dialogue scenarios in a one-on-one fashion. However, multi-person in…

cs.CL2021

Want To Reduce Labeling Cost? GPT-3 Can Help

Shuohang Wang, Yang Liu, Yichong Xu +2

Data annotation is a time-consuming and labor-intensive process for many NLP tasks. Although there exist various methods to produce pseudo data labels, they are often task-specific…

cs.CL2021★ 14 cited

DialogSum: A Real-Life Scenario Dialogue Summarization Dataset

Yulong Chen, Yang Liu, Liang Chen +1

Proposal of large-scale datasets has facilitated research on deep neural models for news summarization. Deep learning can also be potentially useful for spoken dialogue summarizati…

cs.CL2021

Retrieval Enhanced Model for Commonsense Generation

Han Wang, Yang Liu, Chenguang Zhu +4

Commonsense generation is a challenging task of generating a plausible sentence describing an everyday scenario using provided concepts. Its requirement of reasoning over commonsen…

cs.CL2021★ 27 cited

QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization

Ming Zhong, Da Yin, Tao Yu +8

Meetings are a key component of human collaboration. As increasing numbers of meetings are recorded and transcribed, meeting summaries have become essential to remind those who may…