A survey on dialogue summarization: Recent advances and new frontiers

X Feng, X Feng, B Qin - arXiv preprint arXiv:2107.03175, 2021 - arxiv.org
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 …

A brief survey on recent advances in coreference resolution

R Liu, R Mao, AT Luu, E Cambria - Artificial Intelligence Review, 2023 - Springer
The task of resolving repeated objects in natural languages is known as coreference
resolution, and it is an important part of modern natural language processing. It is classified …

A survey on semantic processing techniques

R Mao, K He, X Zhang, G Chen, J Ni, Z Yang… - Information …, 2024 - Elsevier
Semantic processing is a fundamental research domain in computational linguistics. In the
era of powerful pre-trained language models and large language models, the advancement …

CONFIT: Toward faithful dialogue summarization with linguistically-informed contrastive fine-tuning

X Tang, A Nair, B Wang, B Wang, J Desai… - arXiv preprint arXiv …, 2021 - arxiv.org
Factual inconsistencies in generated summaries severely limit the practical applications of
abstractive dialogue summarization. Although significant progress has been achieved by …

Controllable neural dialogue summarization with personal named entity planning

Z Liu, NF Chen - arXiv preprint arXiv:2109.13070, 2021 - arxiv.org
In this paper, we propose a controllable neural generation framework that can flexibly guide
dialogue summarization with personal named entity planning. The conditional sequences …

Discoscore: Evaluating text generation with bert and discourse coherence

W Zhao, M Strube, S Eger - arXiv preprint arXiv:2201.11176, 2022 - arxiv.org
Recently, there has been a growing interest in designing text generation systems from a
discourse coherence perspective, eg, modeling the interdependence between sentences …

Improving automatic summarization for browsing longform spoken dialog

D Li, T Chen, A Zadikian, A Tung… - Proceedings of the 2023 …, 2023 - dl.acm.org
Longform spoken dialog delivers rich streams of informative content through podcasts,
interviews, debates, and meetings. While production of this medium has grown …

Dialogue summarization with static-dynamic structure fusion graph

S Gao, X Cheng, M Li, X Chen, J Li… - Proceedings of the …, 2023 - aclanthology.org
Dialogue, the most fundamental and specially privileged arena of language, gains
increasing ubiquity across the Web in recent years. Quickly going through the long dialogue …

Doctime: A document-level temporal dependency graph parser

P Mathur, V Morariu, V Kaynig-Fittkau… - Proceedings of the …, 2022 - aclanthology.org
We introduce DocTime-a novel temporal dependency graph (TDG) parser that takes as input
a text document and produces a temporal dependency graph. It outperforms previous BERT …

Analyzing and evaluating faithfulness in dialogue summarization

B Wang, C Zhang, Y Zhang, Y Chen, H Li - arXiv preprint arXiv …, 2022 - arxiv.org
Dialogue summarization is abstractive in nature, making it suffer from factual errors. The
factual correctness of summaries has the highest priority before practical applications. Many …