Survey of the state of the art in natural language generation: Core tasks, applications and evaluation

A Gatt, E Krahmer - Journal of Artificial Intelligence Research, 2018 - jair.org
This paper surveys the current state of the art in Natural Language Generation (NLG),
defined as the task of generating text or speech from non-linguistic input. A survey of NLG is …

Inducing document structure for aspect-based summarization

L Frermann, A Klementiev - … of the 57th Annual Meeting of the …, 2019 - aclanthology.org
Automatic summarization is typically treated as a 1-to-1 map** from document to
summary. Documents such as news articles, however, are structured and often cover …

Consistency is key: Disentangling label variation in natural language processing with intra-annotator agreement

G Abercrombie, V Rieser, D Hovy - arxiv preprint arxiv:2301.10684, 2023 - arxiv.org
We commonly use agreement measures to assess the utility of judgements made by human
annotators in Natural Language Processing (NLP) tasks. While inter-annotator agreement is …

[LIBRO][B] Social data analytics

A Beheshti, S Ghodratnama, M Elahi, H Farhood - 2022 - taylorfrancis.com
This book is an introduction to social data analytics along with its challenges and
opportunities in the age of Big Data and Artificial Intelligence. It focuses primarily on …

[HTML][HTML] A survey on opinion summarization techniques for social media

ME Moussa, EH Mohamed, MH Haggag - Future Computing and …, 2018 - Elsevier
The volume of data on the social media is huge and even keeps increasing. The need for
efficient processing of this extensive information resulted in increasing research interest in …

Beyond opinion mining: Summarizing opinions of customer reviews

R Kim Amplayo, A Brazinskas, Y Suhara… - Proceedings of the 45th …, 2022 - dl.acm.org
Customer reviews are vital for making purchasing decisions in the Information Age. Such
reviews can be automatically summarized to provide the user with an overview of opinions …