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The integration of generative AI in the field of education is actively being explored. In particular, ChatGPT has garnered significant interest, offering an opportunity to examine its effectiveness in English as a foreign language (EFL)…

Human-Computer Interaction · Computer Science 2023-09-14 Jieun Han , Haneul Yoo , Yoonsu Kim , Junho Myung , Minsun Kim , Hyunseung Lim , Juho Kim , Tak Yeon Lee , Hwajung Hong , So-Yeon Ahn , Alice Oh

Recently, large language models such as GPT-2 have shown themselves to be extremely adept at text generation and have also been able to achieve high-quality results in many downstream NLP tasks such as text classification, sentiment…

Computation and Language · Computer Science 2019-11-22 Sam Witteveen , Martin Andrews

Trending news detection in low-traffic search environments faces a fundamental cold-start problem, where a lack of query volume prevents systems from identifying emerging or long-tail trends. Existing methods relying on keyword frequency or…

Information Retrieval · Computer Science 2026-01-27 Zijing Hui , Wenhan Lyu , Shusen Wang , Li Chen , Chu Wang

Over the years, integer linear programs have been employed to model inference in many natural language processing problems. This survey is meant to guide the reader through the process of framing a new inference problem as an instance of an…

Artificial Intelligence · Computer Science 2023-07-04 Vivek Srikumar , Dan Roth

Objectives. We generate via advanced Deep Learning (DL) techniques artificial leaf images in an automatized way. We aim to dispose of a source of training samples for AI applications for modern crop management. Such applications require…

Computer Vision and Pattern Recognition · Computer Science 2023-01-11 Alessandro Benfenati , Davide Bolzi , Paola Causin , Roberto Oberti

As people become more aware of their food choices, food computation models have become increasingly popular in assisting people in maintaining healthy eating habits. For example, food recommendation systems analyze recipe instructions to…

Computation and Language · Computer Science 2023-06-06 Revathy Venkataramanan , Kaushik Roy , Kanak Raj , Renjith Prasad , Yuxin Zi , Vignesh Narayanan , Amit Sheth

Recipe recommendation systems play an essential role in helping people decide what to eat. Existing recipe recommendation systems typically focused on content-based or collaborative filtering approaches, ignoring the higher-order…

Information Retrieval · Computer Science 2022-05-30 Yijun Tian , Chuxu Zhang , Zhichun Guo , Chao Huang , Ronald Metoyer , Nitesh V. Chawla

Foundation models are redefining how AI systems are built. Practitioners now follow a standard procedure to build their machine learning solutions: from a pre-trained foundation model, they fine-tune the weights on the target task of…

Machine Learning · Computer Science 2023-08-10 Alexandre Ramé , Kartik Ahuja , Jianyu Zhang , Matthieu Cord , Léon Bottou , David Lopez-Paz

Flavor is expressed through interaction of molecules via gustatory and olfactory mechanisms. Knowing the utility of flavor molecules in food and fragrances, it is valuable to add a comprehensive repository of flavor compounds characterizing…

Quantitative Methods · Quantitative Biology 2022-05-12 Nishant Grover , Mansi Goel , Devansh Batra , Neelansh Garg , Rudraksh Tuwani , Apuroop Sethupathy , Ganesh Bagler

Calorie and nutrition research has attained increased interest in recent years. But, due to the complexity of the problem, literature in this area focuses on a limited subset of ingredients or dish types and simple convolutional neural…

Computer Vision and Pattern Recognition · Computer Science 2021-12-21 Ahmad Babaeian Jelodar , Yu Sun

The rapid development of the Internet has profoundly changed human life. Humans are increasingly expressing themselves and interacting with others on social media platforms. However, although artificial intelligence technology has been…

Computation and Language · Computer Science 2024-07-11 Haochen Xue , Chong Zhang , Chengzhi Liu , Fangyu Wu , Xiaobo Jin

To enhance the quality of generated stories, recent story generation models have been investigating the utilization of higher-level attributes like plots or commonsense knowledge. The application of prompt-based learning with large language…

Computation and Language · Computer Science 2023-07-25 Zhuohan Xie , Trevor Cohn , Jey Han Lau

To convince readers of the novelty of their research paper, authors must perform a literature review and compose a coherent story that connects and relates prior works to the current work. This challenging nature of literature review…

Computation and Language · Computer Science 2025-05-19 Xiangci Li , Jessica Ouyang

In this paper, we argue that the design and development of multimodal datasets for natural language processing (NLP) challenges should be enhanced in two significant respects: to more broadly represent commonsense semantic inferences; and…

Computation and Language · Computer Science 2021-05-14 James Pustejovsky , Eben Holderness , Jingxuan Tu , Parker Glenn , Kyeongmin Rim , Kelley Lynch , Richard Brutti

The exploration of novel chemical spaces is one of the most important tasks of cheminformatics when supporting the drug discovery process. Properly designed and trained deep neural networks can provide a viable alternative to brute-force de…

Machine Learning · Computer Science 2018-01-09 Peter Ertl , Richard Lewis , Eric Martin , Valery Polyakov

Generative Artificial Intelligence has grown exponentially as a result of Large Language Models (LLMs). This has been possible because of the impressive performance of deep learning methods created within the field of Natural Language…

How novel are texts generated by language models (LMs) relative to their training corpora? In this work, we investigate the extent to which modern LMs generate $n$-grams from their training data, evaluating both (i) the probability LMs…

Computation and Language · Computer Science 2025-08-26 William Merrill , Noah A. Smith , Yanai Elazar

Natural Language Processing (NLP) is one of the most revolutionary technologies today. It uses artificial intelligence to understand human text and spoken words. It is used for text summarization, grammar checking, sentiment analysis, and…

Computation and Language · Computer Science 2025-12-22 G. M. Refatul Islam , Safwan Shaheer , Yaseen Nur , Mohammad Rafid Hamid

Search algorithms are applied where data retrieval with specified specifications is required. The motivation behind developing search algorithms in Functional Object-Oriented Networks is that most of the time, a certain recipe needs to be…

Robotics · Computer Science 2022-11-17 Kundana Mandapaka

Large language models (LLMs) combined with tool learning have gained impressive results in real-world applications. During tool learning, LLMs may call multiple tools in nested orders, where the latter tool call may take the former response…

Computation and Language · Computer Science 2025-01-08 Han Han , Tong Zhu , Xiang Zhang , Mengsong Wu , Hao Xiong , Wenliang Chen
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