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The accelerating growth of the scientific literature makes it increasingly difficult for researchers to track new advances through manual reading alone. Recent progress in large language models (LLMs) has therefore spurred interest in…

Machine Learning · Computer Science 2026-01-21 Zijian Wang , Tiancheng Huang , Hanqi Li , Da Ma , Lu Chen , Kai Yu

Automatic text summarization has experienced substantial progress in recent years. With this progress, the question has arisen whether the types of summaries that are typically generated by automatic summarization models align with users'…

Computation and Language · Computer Science 2022-04-26 Maartje ter Hoeve , Julia Kiseleva , Maarten de Rijke

The analytical description of charts is an exciting and important research area with many applications in academia and industry. Yet, this challenging task has received limited attention from the computational linguistics research…

Computation and Language · Computer Science 2021-08-18 Jiawen Zhu , Jinye Ran , Roy Ka-wei Lee , Kenny Choo , Zhi Li

This demo paper reports on a new workflow \textit{GhostWriter} that combines the use of Large Language Models and Knowledge Graphs (semantic artifacts) to support navigation through collections. Situated in the research area of Retrieval…

Digital Libraries · Computer Science 2025-06-18 Vyacheslav Tykhonov , Han Yang , Philipp Mayr , Jetze Touber , Andrea Scharnhorst

Keyphrase prediction aims to generate phrases (keyphrases) that highly summarizes a given document. Recently, researchers have conducted in-depth studies on this task from various perspectives. In this paper, we comprehensively summarize…

Computation and Language · Computer Science 2023-05-05 Binbin Xie , Jia Song , Liangying Shao , Suhang Wu , Xiangpeng Wei , Baosong Yang , Huan Lin , Jun Xie , Jinsong Su

Authors' keyphrases assigned to scientific articles are essential for recognizing content and topic aspects. Most of the proposed supervised and unsupervised methods for keyphrase generation are unable to produce terms that are valuable but…

Computation and Language · Computer Science 2019-08-22 Erion Çano , Ondřej Bojar

We propose a novel method for generating titles for unstructured text documents. We reframe the problem as a sequential question-answering task. A deep neural network is trained on document-title pairs with decomposable titles, meaning that…

Computation and Language · Computer Science 2019-05-13 Oleg Vasilyev , Tom Grek , John Bohannon

New systems employ Machine Learning to sift through large knowledge sources, creating flexible Large Language Models. These models discern context and predict sequential information in various communication forms. Generative AI, leveraging…

Artificial Intelligence · Computer Science 2023-07-19 Ted Selker

Despite the rapid advancement of generative agents, their deployment in real-world industry scenarios often encounters significant challenges due to a lack of domain-specific knowledge. To address this gap, we present KnowPilot: a…

Software Engineering · Computer Science 2026-04-23 Zekun Xi , Yichen Nie , Ziyan Jiang , Yujie Bao , Zhenqian Xu , Zhisong Qiu , Ziwen Xu , Shumin Deng

There is enormous growth in various fields of research. This development is accompanied by new problems. To solve these problems efficiently and in an optimized manner, algorithms are created and described by researchers in the scientific…

Artificial Intelligence · Computer Science 2022-05-27 Jyotima Patel , Biswanath Dutta

Automatic Text Summarization strategies have been successfully employed to digest text collections and extract its essential content. Usually, summaries are generated using textual corpora that belongs to the same domain area where the…

Computation and Language · Computer Science 2018-07-03 Vinicius Woloszyn , Guilherme Medeiros Machado , Leandro Krug Wives , José Palazzo Moreira de Oliveira

Creativity is one of the driving forces of human kind as it allows to break current understanding to envision new ideas, which may revolutionize entire fields of knowledge. Scientific research offers a challenging environment where to learn…

Computation and Language · Computer Science 2020-03-12 Fabio Massimo Zanzotto , Viviana Bono , Paola Vocca , Andrea Santilli , Danilo Croce , Giorgio Gambosi , Roberto Basili

Keeping pace with the rapid growth of academia literature presents a significant challenge for researchers, funding bodies, and academic societies. To address the time-consuming manual effort required for scholarly discovery, we present a…

Machine Learning · Computer Science 2025-09-15 Om Vishesh , Harshad Khadilkar , Deepak Akkil

Understanding the origin and influence of the publication's idea is critical to conducting scientific research. However, the proliferation of scientific publications makes it difficult for researchers to sort out the evolution of all…

Digital Libraries · Computer Science 2022-09-28 Qi Li , Yuyang Ren , Xingli Wang , Luoyi Fu , Jiaxin Ding , Xinde Cao , Xinbing Wang , Chenghu Zhou

Citation recommendation for research papers is a valuable task that can help researchers improve the quality of their work by suggesting relevant related work. Current approaches for this task rely primarily on the text of the papers and…

Digital Libraries · Computer Science 2021-06-11 Arthur Brack , Anett Hoppe , Ralph Ewerth

This paper discusses the effectiveness of leveraging Chatbot: Generative Pre-trained Transformer (ChatGPT) versions 3.5 and 4 for analyzing research papers for effective writing of scientific literature surveys. The study selected the…

Artificial Intelligence · Computer Science 2024-03-07 Anjalee De Silva , Janaka L. Wijekoon , Rashini Liyanarachchi , Rrubaa Panchendrarajan , Weranga Rajapaksha

Can generative AI help us speed up the authoring of tools to help self-represented litigants? In this paper, we describe 3 approaches to automating the completion of court forms: a generative AI approach that uses GPT-3 to iteratively…

Artificial Intelligence · Computer Science 2023-12-15 Quinten Steenhuis , David Colarusso , Bryce Willey

ChatGPT is a conversational artificial intelligence that is a member of the generative pre-trained transformer of the large language model family. This text generative model was fine-tuned by both supervised learning and reinforcement…

Computation and Language · Computer Science 2023-06-06 Niful Islam , Debopom Sutradhar , Humaira Noor , Jarin Tasnim Raya , Monowara Tabassum Maisha , Dewan Md Farid

Modern models for text generation show state-of-the-art results in many natural language processing tasks. In this work, we explore the effectiveness of abstractive text summarization models for keyphrase selection. A list of keyphrases is…

Computation and Language · Computer Science 2024-10-23 Anna Glazkova , Dmitry Morozov

The proliferation of social media platforms has given rise to the amount of online debates and arguments. Consequently, the need for automatic summarization methods for such debates is imperative, however this area of summarization is…

Computation and Language · Computer Science 2024-04-19 Mohammad Khosravani , Chenyang Huang , Amine Trabelsi