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The pursuit of article or text summarization has captured the attention of natural language processing (NLP) practitioners, presenting itself as a formidable challenge. ChatGPT 3.5 exhibits the capacity to condense the content of up to 3000…

Computation and Language · Computer Science 2023-12-08 Arman Sarraf , Amirabbas Abbaspour

In this paper, we introduce ChatCite, a novel method leveraging large language models (LLMs) for generating comparative literature summaries. The ability to summarize research papers with a focus on key comparisons between studies is an…

Computation and Language · Computer Science 2024-12-04 Fernando Gabriela Garcia , Spencer Burns , Harrison Fuller

This paper introduces a method for detecting inappropriately targeting language in online conversations by integrating crowd and expert annotations with ChatGPT. We focus on English conversation threads from Reddit, examining comments that…

Computation and Language · Computer Science 2025-05-23 Baran Barbarestani , Isa Maks , Piek Vossen

Online conversations have become more prevalent on public discussion platforms (e.g. Reddit). With growing controversial topics, it is desirable to summarize not only diverse arguments, but also their rationale and justification. Early…

Computation and Language · Computer Science 2025-11-24 An Quang Tang , Xiuzhen Zhang , Minh Ngoc Dinh , Zhuang Li

This paper describes an abstractive summarization method for tabular data which employs a knowledge base semantic embedding to generate the summary. Assuming the dataset contains descriptive text in headers, columns and/or some augmenting…

Artificial Intelligence · Computer Science 2018-04-06 Paul Azunre , Craig Corcoran , David Sullivan , Garrett Honke , Rebecca Ruppel , Sandeep Verma , Jonathon Morgan

AI and generative AI tools, including chatbots like ChatGPT that rely on large language models (LLMs), have burst onto the scene this year, creating incredible opportunities to increase work productivity and improve our lives. Statisticians…

Computation and Language · Computer Science 2024-03-27 Mark Glickman , Yi Zhang

The public release of ChatGPT has resulted in considerable publicity and has led to wide-spread discussion of the usefulness and capabilities of generative AI language models. Its ability to extract and summarise data from textual sources…

Artificial Intelligence · Computer Science 2023-08-08 Dirk HR Spennemann

Abstract. When writing an academic paper, researchers often spend considerable time reviewing and summarizing papers to extract relevant citations and data to compose the Introduction and Related Work sections. To address this problem, we…

Information Retrieval · Computer Science 2023-06-22 Juan Ramirez-Orta , Eduardo Xamena , Ana Maguitman , Axel J. Soto , Flavia P. Zanoto , Evangelos Milios

The rapid expansion of scientific literature in computer science presents challenges in tracking research trends and extracting key insights. Existing datasets provide metadata but lack structured summaries that capture core contributions…

Information Retrieval · Computer Science 2025-03-03 Javin Liu , Aryan Vats , Zihao He

Abstractive dialogue summarization is the task of capturing the highlights of a dialogue and rewriting them into a concise version. In this paper, we present a novel multi-speaker dialogue summarizer to demonstrate how large-scale…

Computation and Language · Computer Science 2020-10-21 Xiachong Feng , Xiaocheng Feng , Bing Qin , Ting Liu

Community Question Answering (CQA) fora such as Stack Overflow and Yahoo! Answers contain a rich resource of answers to a wide range of community-based questions. Each question thread can receive a large number of answers with different…

Computation and Language · Computer Science 2022-05-02 Alexander R. Fabbri , Xiaojian Wu , Srini Iyer , Haoran Li , Mona Diab

Social media datasets are essential for research on disinformation, influence operations, social sensing, hate speech detection, cyberbullying, and other significant topics. However, access to these datasets is often restricted due to costs…

Computers and Society · Computer Science 2024-07-12 Henry Tari , Danial Khan , Justus Rutten , Darian Othman , Rishabh Kaushal , Thales Bertaglia , Adriana Iamnitchi

Long document summarization poses a significant challenge in natural language processing due to input lengths that exceed the capacity of most state-of-the-art pre-trained language models. This study proposes a hierarchical framework that…

Computation and Language · Computer Science 2024-10-10 Yuan-Jhe Yin , Bo-Yu Chen , Berlin Chen

Recent work within the Argument Mining community has shown the applicability of Natural Language Processing systems for solving problems found within competitive debate. One of the most important tasks within competitive debate is for…

Computation and Language · Computer Science 2023-10-30 Allen Roush , David Mezzetti

Context: The advent of Large Language Model-driven tools like ChatGPT offers software engineers an interactive alternative to community question-answering (CQA) platforms like Stack Overflow. While Stack Overflow provides benefits from the…

Software Engineering · Computer Science 2024-10-01 Mohammed Mehedi Hasan , Mahady Hasan , Mamun Bin Ibne Reaz , Jannat Un Nayeem Iqra

The quest for seeking health information has swamped the web with consumers health-related questions. Generally, consumers use overly descriptive and peripheral information to express their medical condition or other healthcare needs,…

Computation and Language · Computer Science 2025-12-30 Abhishek Basu , Deepak Gupta , Dina Demner-Fushman , Shweta Yadav

Debate is the process of exchanging viewpoints or convincing others on a particular issue. Recent research has provided empirical evidence that the persuasiveness of an argument is determined not only by language usage but also by…

Computation and Language · Computer Science 2024-10-08 Chunkit Chan , Cheng Jiayang , Xin Liu , Yauwai Yim , Yuxin Jiang , Zheye Deng , Haoran Li , Yangqiu Song , Ginny Y. Wong , Simon See

Recently, the seq2seq abstractive summarization models have achieved good results on the CNN/Daily Mail dataset. Still, how to improve abstractive methods with extractive methods is a good research direction, since extractive methods have…

Computation and Language · Computer Science 2018-08-07 Niantao Xie , Sujian Li , Huiling Ren , Qibin Zhai

Abstractive speech summarization (SSUM) aims to generate human-like summaries from speech. Given variations in information captured and phrasing, recordings can be summarized in multiple ways. Therefore, it is more reasonable to consider a…

Computation and Language · Computer Science 2024-10-28 Jee-weon Jung , Roshan Sharma , William Chen , Bhiksha Raj , Shinji Watanabe

People primarily consult tables to conduct data analysis or answer specific questions. Text generation systems that can provide accurate table summaries tailored to users' information needs can facilitate more efficient access to relevant…

Computation and Language · Computer Science 2023-11-08 Yilun Zhao , Zhenting Qi , Linyong Nan , Boyu Mi , Yixin Liu , Weijin Zou , Simeng Han , Ruizhe Chen , Xiangru Tang , Yumo Xu , Dragomir Radev , Arman Cohan