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Computer manufacturers typically offer platforms for users to report faults. However, there remains a significant gap in these platforms' ability to effectively utilize textual reports, which impedes users from describing their issues in…

Many natural language processing (NLP) tasks are naturally imbalanced, as some target categories occur much more frequently than others in the real world. In such scenarios, current NLP models still tend to perform poorly on less frequent…

Computation and Language · Computer Science 2023-02-23 Sophie Henning , William Beluch , Alexander Fraser , Annemarie Friedrich

With the growth of the Internet, buying habits have changed, and customers have become more dependent on the online opinions of other customers to guide their purchases. Identifying fake reviews thus became an important area for Natural…

Computation and Language · Computer Science 2025-04-10 Ming Liu , Massimo Poesio

This study explores using Natural Language Processing (NLP) to analyze candidate comments for identifying problematic test items. We developed and validated machine learning models that automatically identify relevant negative feedback,…

Computation and Language · Computer Science 2025-04-10 Ye , Ma

We present a recurrent neural network based system for automatic quality estimation of natural language generation (NLG) outputs, which jointly learns to assign numerical ratings to individual outputs and to provide pairwise rankings of two…

Computation and Language · Computer Science 2019-10-11 Ondřej Dušek , Karin Sevegnani , Ioannis Konstas , Verena Rieser

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

Computation and Language · Computer Science 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Artificial intelligence and natural language processing (NLP) are increasingly being used in customer service to interact with users and answer their questions. The goal of this systematic review is to examine existing research on the use…

Computation and Language · Computer Science 2022-12-20 Malak Mashaabi , Areej Alotaibi , Hala Qudaih , Raghad Alnashwan , Hend Al-Khalifa

The number of scientific articles produced every year is growing rapidly. Providing quality control over them is crucial for scientists and, ultimately, for the public good. In modern science, this process is largely delegated to peer…

The aim of this article is to investigate the fine-tuning potential of natural language inference (NLI) data to improve information retrieval and ranking. We demonstrate this for both English and Polish languages, using data from one of the…

Computation and Language · Computer Science 2023-08-08 Roman Dušek , Aleksander Wawer , Christopher Galias , Lidia Wojciechowska

The exercise of detecting similar bug reports in bug tracking systems is known as duplicate bug report detection. Having prior knowledge of a bug report's existence reduces efforts put into debugging problems and identifying the root cause.…

Software Engineering · Computer Science 2023-11-15 Avinash Patil , Aryan Jadon

Ensuring safety of the products offered to the customers is of paramount importance to any e- commerce platform. Despite stringent quality and safety checking of products listed on these platforms, occasionally customers might receive a…

Computation and Language · Computer Science 2022-10-27 Kishaloy Halder , Josip Krapac , Dmitry Goryunov , Anthony Brew , Matti Lyra , Alsida Dizdari , William Gillett , Adrien Renahy , Sinan Tang

Many videogames suffer "review bombing" -a large volume of unusually low scores that in many cases do not reflect the real quality of the product- when rated by users. By taking Metacritic's 50,000+ user score aggregations for PC games in…

Computation and Language · Computer Science 2024-05-13 Javier Coronado-Blázquez

The rapid growth of online news platforms has led to an increased need for reliable methods to evaluate the quality and credibility of news articles. This paper proposes a comprehensive framework to analyze online news texts using natural…

Computation and Language · Computer Science 2024-01-09 Ljubisa Bojic , Nikola Prodanovic , Agariadne Dwinggo Samala

Large language models (LLMs) are among the best methods for processing natural language, partly due to their versatility. At the same time, domain-specific LLMs are more practical in real-life applications. This work introduces a novel…

Computation and Language · Computer Science 2025-03-18 Arkadiusz Bryłkowski , Jakub Klikowski

Current approaches for fixing systematic problems in NLP models (e.g. regex patches, finetuning on more data) are either brittle, or labor-intensive and liable to shortcuts. In contrast, humans often provide corrections to each other…

Computation and Language · Computer Science 2022-11-22 Shikhar Murty , Christopher D. Manning , Scott Lundberg , Marco Tulio Ribeiro

State-of-the-art natural language processing (NLP) models are trained on massive training corpora, and report a superlative performance on evaluation datasets. This survey delves into an important attribute of these datasets: the dialect of…

Computation and Language · Computer Science 2024-12-10 Aditya Joshi , Raj Dabre , Diptesh Kanojia , Zhuang Li , Haolan Zhan , Gholamreza Haffari , Doris Dippold

A language can have different varieties. These varieties can affect the performance of natural language processing (NLP) models, including large language models (LLMs), which are often trained on data from widely spoken varieties. This…

Computation and Language · Computer Science 2025-03-21 Zixin Tang , Chieh-Yang Huang , Tsung-Che Li , Ho Yin Sam Ng , Hen-Hsen Huang , Ting-Hao 'Kenneth' Huang

Natural Language Processing (NLP) is an essential subset of artificial intelligence. It has become effective in several domains, such as healthcare, finance, and media, to identify perceptions, opinions, and misuse, among others. Privacy is…

Computation and Language · Computer Science 2025-01-20 Andrick Adhikari , Sanchari Das , Rinku Dewri

The research project aims to apply an integrated approach to natural language processing NLP to satisfaction surveys. It will focus on understanding and extracting relevant information from survey responses, analyzing feelings, and…

Computation and Language · Computer Science 2023-08-03 Edson B. Pinto-Luque
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