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Large language models (LLMs) like ChatGPT show excellent capabilities in various natural language processing tasks, especially for text generation. The effectiveness of LLMs in summarizing radiology report impressions remains unclear. In…

Computation and Language · Computer Science 2025-04-07 Danqing Hu , Shanyuan Zhang , Qing Liu , Xiaofeng Zhu , Bing Liu

This study presents a controllable abstract summary generation method for large language models based on prompt engineering. To address the issues of summary quality and controllability in traditional methods, we design a multi-stage prompt…

Computation and Language · Computer Science 2025-10-20 Xiangchen Song , Yuchen Liu , Yaxuan Luan , Jinxu Guo , Xiaofan Guo

This study explores the use of artificial intelligence (AI) as a complementary tool for grading essay-type questions in higher education, focusing on its consistency with human grading and potential to reduce biases. Using 70 handwritten…

Artificial Intelligence · Computer Science 2025-01-14 Francisco Olivos , Tobias Kamelski , Sebastián Ascui-Gac

The GPT (Generative Pre-trained Transformer) language models are an artificial intelligence and natural language processing technology that enables automatic text generation. There is a growing interest in applying GPT language models to…

Computers and Society · Computer Science 2024-03-25 Manuel de Buenaga , Francisco Javier Bueno

Generating discharge summaries is a crucial yet time-consuming task in clinical practice, essential for conveying pertinent patient information and facilitating continuity of care. Recent advancements in large language models (LLMs) have…

Computation and Language · Computer Science 2025-07-01 Yiming Li , Fang Li , Kirk Roberts , Licong Cui , Cui Tao , Hua Xu

Generative Pre-trained Transformer (GPT) models have exhibited exciting progress in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the literature on the trustworthiness of GPT models remains…

This study investigates the consistency of feedback ratings generated by OpenAI's GPT-4, a state-of-the-art artificial intelligence language model, across multiple iterations, time spans and stylistic variations. The model rated responses…

Computation and Language · Computer Science 2024-01-19 Veronika Hackl , Alexandra Elena Müller , Michael Granitzer , Maximilian Sailer

This paper proposes a medical text summarization method based on LongFormer, aimed at addressing the challenges faced by existing models when processing long medical texts. Traditional summarization methods are often limited by short-term…

Computation and Language · Computer Science 2025-03-11 Dan Sun , Jacky He , Hanlu Zhang , Zhen Qi , Hongye Zheng , Xiaokai Wang

This research introduces a novel text generation model that combines BERT's semantic interpretation strengths with GPT-4's generative capabilities, establishing a high standard in generating coherent, contextually accurate language. Through…

Computation and Language · Computer Science 2024-11-20 Jiajing Chen , Shuo Wang , Zhen Qi , Zhenhong Zhang , Chihang Wang , Hongye Zheng

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

As Large Language Models (LLMs) are increasingly being used in scientific research, the issue of their trustworthiness becomes crucial. In psycholinguistics, LLMs have been recently employed in automatically augmenting human-rated datasets,…

Computation and Language · Computer Science 2025-12-16 Veronica Mangiaterra , Hamad Al-Azary , Chiara Barattieri di San Pietro , Paolo Canal , Valentina Bambini

Given the rapid ascent of large language models (LLMs), we study the question: (How) can large language models help in reviewing of scientific papers or proposals? We first conduct some pilot studies where we find that (i) GPT-4 outperforms…

Computation and Language · Computer Science 2023-06-02 Ryan Liu , Nihar B. Shah

Extractive summarization plays a pivotal role in natural language processing due to its wide-range applications in summarizing diverse content efficiently, while also being faithful to the original content. Despite significant advancement…

Computation and Language · Computer Science 2024-07-09 Mihir Parmar , Hanieh Deilamsalehy , Franck Dernoncourt , Seunghyun Yoon , Ryan A. Rossi , Trung Bui

Text analysis of social media for sentiment, topic analysis, and other analysis depends initially on the selection of keywords and phrases that will be used to create the research corpora. However, keywords that researchers choose may occur…

Computation and Language · Computer Science 2022-04-21 Philip Feldman , Aaron Dant , James R. Foulds , Shemei Pan

This paper examines the comparative effectiveness of a specialized compiled language model and a general-purpose model like OpenAI's GPT-3.5 in detecting SDGs within text data. It presents a critical review of Large Language Models (LLMs),…

Computation and Language · Computer Science 2023-07-31 Arash Hajikhani , Carolyn Cole

People from different social and demographic groups express diverse perspectives and conflicting opinions on a broad set of topics such as product reviews, healthcare, law, and politics. A fair summary should provide a comprehensive…

Computation and Language · Computer Science 2024-04-02 Yusen Zhang , Nan Zhang , Yixin Liu , Alexander Fabbri , Junru Liu , Ryo Kamoi , Xiaoxin Lu , Caiming Xiong , Jieyu Zhao , Dragomir Radev , Kathleen McKeown , Rui Zhang

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

This research delves into the current literature on bias in Natural Language Processing Models and the techniques proposed to mitigate the problem of bias, including why it is important to tackle bias in the first place. Additionally, these…

Computation and Language · Computer Science 2023-06-06 Ali Ayaz , Aditya Nawalgaria , Ruilian Yin

In this work a Large Language Model (LLM) based workflow is presented that utilizes OpenAI ChatGPT model GPT-3.5-turbo-1106 and Google Gemini Pro model to create summary of text, data and images from research articles. It is demonstrated…

Digital Libraries · Computer Science 2024-02-20 Deepak Prasad , Mayur Pimpude , Alankar Alankar

ChatGPT is an AI language model developed by OpenAI that can understand and generate human-like text. It can be used for a variety of use cases such as language generation, question answering, text summarization, chatbot development,…

Human-Computer Interaction · Computer Science 2023-10-09 Ishika Joshi , Ritvik Budhiraja , Harshal Dev , Jahnvi Kadia , M. Osama Ataullah , Sayan Mitra , Dhruv Kumar , Harshal D. Akolekar
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