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Event extraction is a fundamental task in natural language processing that involves identifying and extracting information about events mentioned in text. However, it is a challenging task due to the lack of annotated data, which is…

Computation and Language · Computer Science 2023-03-10 Jun Gao , Huan Zhao , Changlong Yu , Ruifeng Xu

Personalization, the ability to tailor a system to individual users, is an essential factor in user experience with natural language processing (NLP) systems. With the emergence of Large Language Models (LLMs), a key question is how to…

Computation and Language · Computer Science 2023-11-01 Chris Richardson , Yao Zhang , Kellen Gillespie , Sudipta Kar , Arshdeep Singh , Zeynab Raeesy , Omar Zia Khan , Abhinav Sethy

The growing popularity of neural machine translation (NMT) and LLMs represented by ChatGPT underscores the need for a deeper understanding of their distinct characteristics and relationships. Such understanding is crucial for language…

Computation and Language · Computer Science 2024-10-15 Zhaokun Jiang , Qianxi Lv , Ziyin Zhang , Lei Lei

Recent studies have found that summaries generated by large language models (LLMs) are favored by human annotators over the original reference summaries in commonly used summarization datasets. Therefore, we study an LLM-as-reference…

Computation and Language · Computer Science 2024-07-19 Yixin Liu , Kejian Shi , Katherine S He , Longtian Ye , Alexander R. Fabbri , Pengfei Liu , Dragomir Radev , Arman Cohan

Large language models (LLMs) have demonstrated exceptional performance across various linguistic tasks. However, it remains uncertain whether LLMs have developed human-like fine-grained grammatical intuition. This preregistered study…

Computation and Language · Computer Science 2024-06-18 Zhuang Qiu , Xufeng Duan , Zhenguang G. Cai

Scientific workflow systems are increasingly popular for expressing and executing complex data analysis pipelines over large datasets, as they offer reproducibility, dependability, and scalability of analyses by automatic parallelization on…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-09 Mario Sänger , Ninon De Mecquenem , Katarzyna Ewa Lewińska , Vasilis Bountris , Fabian Lehmann , Ulf Leser , Thomas Kosch

In the era of sustainable smart agriculture, a massive amount of agricultural news text is being posted on the Internet, in which massive agricultural knowledge has been accumulated. In this context, it is urgent to explore effective text…

Computation and Language · Computer Science 2023-05-25 Biao Zhao , Weiqiang Jin , Javier Del Ser , Guang Yang

The large language based-model chatbot ChatGPT gained a lot of popularity since its launch and has been used in a wide range of situations. This research centers around a particular situation, when the ChatGPT is used to produce news that…

Computation and Language · Computer Science 2023-10-26 Amanda Ferrari Iaquinta , Gustavo Voltani von Atzingen

While summarization has been extensively researched in natural language processing (NLP), cross-lingual cross-temporal summarization (CLCTS) is a largely unexplored area that has the potential to improve cross-cultural accessibility and…

Computation and Language · Computer Science 2024-06-04 Ran Zhang , Jihed Ouni , Steffen Eger

ChatGPT has achieved great success and can be considered to have acquired an infrastructural status. There are abundant works for evaluating ChatGPT on benchmarks. However, existing benchmarks encounter two challenges: (1) Disregard for…

Computation and Language · Computer Science 2024-06-19 Shangqing Tu , Chunyang Li , Jifan Yu , Xiaozhi Wang , Lei Hou , Juanzi Li

Automatic summarization of legal case judgements has traditionally been attempted by using extractive summarization methods. However, in recent years, abstractive summarization models are gaining popularity since they can generate more…

Computation and Language · Computer Science 2023-06-16 Aniket Deroy , Kripabandhu Ghosh , Saptarshi Ghosh

Harnessing the potential of large language models (LLMs) like ChatGPT can help address social challenges through inclusive, ethical, and sustainable means. In this paper, we investigate the extent to which ChatGPT can annotate data for…

Artificial Intelligence · Computer Science 2024-07-10 Yiming Zhu , Peixian Zhang , Ehsan-Ul Haq , Pan Hui , Gareth Tyson

Given the recent introduction of multiple language models and the ongoing demand for improved Natural Language Processing tasks, particularly summarization, this work provides a comprehensive benchmarking of 20 recent language models,…

Computation and Language · Computer Science 2025-01-31 Abdurrahman Odabaşı , Göksel Biricik

This paper provides a review of recent publications and working papers on ChatGPT and related Large Language Models (LLMs) in accounting and finance. The aim is to understand the current state of research in these two areas and identify…

General Finance · Quantitative Finance 2024-12-10 Mengming Michael Dong , Theophanis C. Stratopoulos , Victor Xiaoqi Wang

Automatic summarization techniques aim to shorten and generalize information given in the text while preserving its core message and the most relevant ideas. This task can be approached and treated with a variety of methods, however, not…

Computation and Language · Computer Science 2021-08-10 Alexandr Nikolich , Arina Puchkova

The increasing demand for efficient summarization tools in resource-constrained environments highlights the need for effective solutions. While large language models (LLMs) deliver superior summarization quality, their high computational…

Computation and Language · Computer Science 2025-02-12 Borui Xu , Yao Chen , Zeyi Wen , Weiguo Liu , Bingsheng He

Recent advancements in Large Language Models (LLMs) and Prompt Engineering have made chatbot customization more accessible, significantly reducing barriers to tasks that previously required programming skills. However, prompt evaluation,…

Human-Computer Interaction · Computer Science 2025-08-13 Sam Yu-Te Lee , Aryaman Bahukhandi , Dongyu Liu , Kwan-Liu Ma

Automatic summarization of natural language is a current topic in computer science research and industry, studied for decades because of its usefulness across multiple domains. For example, summarization is necessary to create reviews such…

Computation and Language · Computer Science 2018-12-31 Marc Everett Johnson

The literature review is an indispensable step in the research process. It provides the benefit of comprehending the research problem and understanding the current research situation while conducting a comparative analysis of prior works.…

Information Retrieval · Computer Science 2024-03-06 Yutong Li , Lu Chen , Aiwei Liu , Kai Yu , Lijie Wen

Summarisation of research results in plain language is crucial for promoting public understanding of research findings. The use of Natural Language Processing to generate lay summaries has the potential to relieve researchers' workload and…

Computation and Language · Computer Science 2023-03-28 Oliver Vinzelberg , Mark David Jenkins , Gordon Morison , David McMinn , Zoe Tieges
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