HighRES: Highlight-based reference-less evaluation of summarization

S Narayan, A Vlachos - arxiv preprint arxiv:1906.01361, 2019 - arxiv.org
There has been substantial progress in summarization research enabled by the availability
of novel, often large-scale, datasets and recent advances on neural network-based …

Ffci: A framework for interpretable automatic evaluation of summarization

F Koto, T Baldwin, JH Lau - Journal of Artificial Intelligence Research, 2022 - jair.org
In this paper, we propose FFCI, a framework for fine-grained summarization evaluation that
comprises four elements: faithfulness (degree of factual consistency with the source), focus …

Augment BERT with average pooling layer for Chinese summary generation

S Zhao, F You, W Chang, T Zhang… - Journal of Intelligent & …, 2022 - content.iospress.com
The BERT pre-trained language model has achieved good results in various subtasks of
natural language processing, but its performance in generating Chinese summaries is not …

Explicitly modeling importance and coherence for timeline summarization

Q Mao, J Li, JZ Wang, X Li, P Hao… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Timeline summarization (TLS) identifies major events and generates short summaries on
how the event evolves in a period of time. Existing timeline summarization methods …

Leveraging Context Documents for Social Natural Language Processing

A Smith - 2023 - search.proquest.com
Aligning natural language processing models with stakeholder values is critical to managing
the social biases that a model may learn from data. How to select and use context so that the …

Guiding Abstractive Summarization using Structural Information

H Hardy - 2021 - etheses.whiterose.ac.uk
Abstractive summarization takes a set of sentences from a source document and reproduces
its salient information using the summarizer's own words into a summary. Produced …

Event-driven data collection and summarization

X Zheng - 2018 - dr.ntu.edu.sg
The online social networks have experienced an unprecedented proliferation. Various
platforms change the way people learning about information, particularly on ongoing events …