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This paper presents a comprehensive exploration of relation extraction utilizing advanced language models, specifically Chain of Thought (CoT) and Graphical Reasoning (GRE) techniques. We demonstrate how leveraging in-context learning with…

Computation and Language · Computer Science 2024-05-02 Yicheng Tao , Yiqun Wang , Longju Bai

Logical reasoning is a fundamental aspect of human intelligence and a key component of tasks like problem-solving and decision-making. Recent advancements have enabled Large Language Models (LLMs) to potentially exhibit reasoning…

Computation and Language · Computer Science 2023-11-13 Jiazhan Feng , Ruochen Xu , Junheng Hao , Hiteshi Sharma , Yelong Shen , Dongyan Zhao , Weizhu Chen

Determining the optimal selling price is a challenge in revenue management, especially in markets characterized by nonlinear and price-sensitive demand. While traditional models, such as linear, power, and exponential demand functions,…

Optimization and Control · Mathematics 2026-05-18 Moddassir Khan Nayeem , Omar Abbaas , Suzan Alaswad , Sinan Salman

As a common approach to learning English, reading comprehension primarily entails reading articles and answering related questions. However, the complexity of designing effective exercises results in students encountering standardized…

Computation and Language · Computer Science 2023-09-26 Xizhe Wang , Yihua Zhong , Changqin Huang , Xiaodi Huang

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 knowledge on attacks contained in Cyber Threat Intelligence (CTI) reports is very important to effectively identify and quickly respond to cyber threats. However, this knowledge is often embedded in large amounts of text, and therefore…

Cryptography and Security · Computer Science 2021-04-20 Kiavash Satvat , Rigel Gjomemo , V. N. Venkatakrishnan

LLMs such as ChatGPT have been widely adopted by students in higher education as tools for learning programming and related concepts. However, it remains unclear how effective students are and what strategies students use while learning…

Human-Computer Interaction · Computer Science 2025-03-25 Aayush Kumar , Daniel Prol , Amin Alipour , Sruti Srinivasa Ragavan

The primary objective of this study is to demonstrate the impact of data augmentation using ChatGPT-4o-mini on food hazard and product analysis. The augmented data is generated using ChatGPT-4o-mini and subsequently used to train two large…

Computation and Language · Computer Science 2025-02-14 Areeg Fahad Rasheed , M. Zarkoosh , Shimam Amer Chasib , Safa F. Abbas

The conventional use of the Retrieval-Augmented Generation (RAG) architecture has proven effective for retrieving information from diverse documents. However, challenges arise in handling complex table queries, especially within PDF…

Machine Learning · Computer Science 2024-02-13 Uday Allu , Biddwan Ahmed , Vishesh Tripathi

Unlike recurrent models, conventional wisdom has it that Transformers cannot perfectly model regular languages. Inspired by the notion of working memory, we propose a new Transformer variant named RegularGPT. With its novel combination of…

Computation and Language · Computer Science 2023-05-09 Ta-Chung Chi , Ting-Han Fan , Alexander I. Rudnicky , Peter J. Ramadge

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

The emergence of Large Language Models (LLMs) has boosted performance and possibilities in various NLP tasks. While the usage of generative AI models like ChatGPT opens up new opportunities for several business use cases, their current…

Computation and Language · Computer Science 2023-09-27 Matthias Engelbach , Dennis Klau , Felix Scheerer , Jens Drawehn , Maximilien Kintz

It is standard procedure these days to solve Information Extraction task by fine-tuning large pre-trained language models. This is not the case for generation task, which relies on a variety of techniques for controlled language generation.…

Computation and Language · Computer Science 2021-03-03 Alexandre Duval , Thomas Lamson , Gael de Leseleuc de Kerouara , Matthias Gallé

The World Wide Web caters to the needs of billions of users in heterogeneous groups. Each user accessing the World Wide Web might have his / her own specific interest and would expect the web to respond to the specific requirements. The…

Information Retrieval · Computer Science 2017-11-22 K. S. Kuppusamy , G. Aghila

Crowdsourced entity extraction is often used to acquire data for many applications, including recommendation systems, construction of aggregated listings and directories, and knowledge base construction. Current solutions focus on entity…

Databases · Computer Science 2015-02-25 Theodoros Rekatsinas , Amol Deshpande , Aditya Parameswaran

Harnessing logical reasoning ability is a comprehensive natural language understanding endeavor. With the release of Generative Pretrained Transformer 4 (GPT-4), highlighted as "advanced" at reasoning tasks, we are eager to learn the GPT-4…

Computation and Language · Computer Science 2023-05-08 Hanmeng Liu , Ruoxi Ning , Zhiyang Teng , Jian Liu , Qiji Zhou , Yue Zhang

Chain-of-Thought (CoT) prompting can effectively elicit complex multi-step reasoning from Large Language Models~(LLMs). For example, by simply adding CoT instruction ``Let's think step-by-step'' to each input query of MultiArith dataset,…

Artificial Intelligence · Computer Science 2023-04-19 Jiuhai Chen , Lichang Chen , Heng Huang , Tianyi Zhou

The importance of systems that can extract structured information from textual data becomes increasingly pronounced given the ever-increasing volume of text produced on a daily basis. Having a system that can effectively extract such…

Computation and Language · Computer Science 2023-11-27 Hugo Sousa , Nuno Guimarães , Alípio Jorge , Ricardo Campos

Generative AI models continue to become more powerful. The launch of ChatGPT in November 2022 has ushered in a new era of AI. ChatGPT and other similar chatbots have a range of capabilities, from answering student homework questions to…

Computers and Society · Computer Science 2023-06-14 Yanchen Wang , Lisa Singh

Academic researchers need efficient and reliable methods for collecting high-quality information from trusted sources, but modern tools for AI-assisted research still suffer from the tendency of Large Language Models (LLMs) to produce…

Computation and Language · Computer Science 2026-05-21 Gábor Recski , Szilveszter Tóth , Nadia Verdha , István Boros , Ádám Kovács
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