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Despite their impressive ability to generate high-quality and fluent text, generative large language models (LLMs) also produce hallucinations: statements that are misaligned with established world knowledge or provided input context.…

Computation and Language · Computer Science 2025-01-15 Abhilasha Ravichander , Shrusti Ghela , David Wadden , Yejin Choi

News agencies produce thousands of multimedia stories describing events happening in the world that are either scheduled such as sports competitions, political summits and elections, or breaking events such as military conflicts, terrorist…

Computation and Language · Computer Science 2019-04-12 Charlotte Rudnik , Thibault Ehrhart , Olivier Ferret , Denis Teyssou , Raphaël Troncy , Xavier Tannier

This article presents the strategy for developing a platform containing Language Processing Chains for European Union languages, consisting of Tokenization to Parsing, also including Named Entity recognition andwith addition ofSentiment…

Computation and Language · Computer Science 2020-10-26 Diego Alves , Gaurish Thakkar , Marko Tadić

Online misinformation is a prevalent societal issue, with adversaries relying on tools ranging from cheap fakes to sophisticated deep fakes. We are motivated by the threat scenario where an image is used out of context to support a certain…

Computer Vision and Pattern Recognition · Computer Science 2021-09-23 Grace Luo , Trevor Darrell , Anna Rohrbach

The number of Knowledge Graphs (KGs) generated with automatic and manual approaches is constantly growing. For an integrated view and usage, an alignment between these KGs is necessary on the schema as well as instance level. While there…

Artificial Intelligence · Computer Science 2022-09-19 Sven Hertling , Heiko Paulheim

Language Identification in textual documents is the process of automatically detecting the language contained in a document based on its content. The present Language Identification techniques presume that a document contains text in one of…

Computation and Language · Computer Science 2021-06-30 Mohd Zeeshan Ansari , Tanvir Ahmad , Noaima Bari

Generalized Category Discovery (GCD) is a practical and challenging open-world task that aims to recognize both known and novel categories in unlabeled data using limited labeled data from known categories. Due to the lack of supervision,…

Computation and Language · Computer Science 2026-05-06 Henry Peng Zou , Siffi Singh , Yi Nian , Jianfeng He , Jason Cai , Saab Mansour , Hang Su

Pretrained Transformer-based language models (LMs) display remarkable natural language generation capabilities. With their immense potential, controlling text generation of such LMs is getting attention. While there are studies that seek to…

Computation and Language · Computer Science 2022-06-13 Alvin Chan , Yew-Soon Ong , Bill Pung , Aston Zhang , Jie Fu

Frequently Asked Questions (FAQs) refer to the most common inquiries about specific content. They serve as content comprehension aids by simplifying topics and enhancing understanding through succinct presentation of information. In this…

Computation and Language · Computer Science 2024-11-20 Sahil Kale , Gautam Khaire , Jay Patankar

The need for large text corpora has increased with the advent of pretrained language models and, in particular, the discovery of scaling laws for these models. Most available corpora have sufficient data only for languages with large…

Computation and Language · Computer Science 2025-03-05 Amir Hossein Kargaran , François Yvon , Hinrich Schütze

This article presents a hybrid methodology for building a multilingual corpus designed to support the study of emerging concepts in the humanities and social sciences (HSS), illustrated here through the case of ``non-technological…

Computation and Language · Computer Science 2025-12-09 Revekka Kyriakoglou , Anna Pappa

Automated content moderation for collaborative knowledge hubs like Wikipedia or Wikidata is an important yet challenging task due to multiple factors. In this paper, we construct a database of discussions happening around articles marked…

Computation and Language · Computer Science 2025-03-14 Hsuvas Borkakoty , Luis Espinosa-Anke

LLMs are ubiquitous in modern NLP, and while their applicability extends to texts produced for democratic activities such as online deliberations or large-scale citizen consultations, ethical questions have been raised for their usage as…

Computation and Language · Computer Science 2026-04-21 Pierre-Antoine Lequeu , Léo Labat , Laurène Cave , Gaël Lejeune , François Yvon , Benjamin Piwowarski

Most existing named entity recognition (NER) approaches are based on sequence labeling models, which focus on capturing the local context dependencies. However, the way of taking one sentence as input prevents the modeling of non-sequential…

Computation and Language · Computer Science 2021-06-03 Zanbo Wang , Wei Wei , Xianling Mao , Shanshan Feng , Pan Zhou , Zhiyong He , Sheng Jiang

Capturing fresh information in near real-time and using it to augment existing large language models (LLMs) is essential to generate up-to-date, grounded, and reliable output. This problem becomes particularly challenging when LLMs are used…

Computation and Language · Computer Science 2024-11-21 Sneha Singhania , Silviu Cucerzan , Allen Herring , Sujay Kumar Jauhar

Developing industry-wide standards and ensuring producers of mission-critical systems comply with them is crucial to fostering consumer acceptance. Producers of such systems can rely on assurance cases to demonstrate to regulatory…

Software Engineering · Computer Science 2025-04-15 Oluwafemi Odu , Daniel Méndez Beltran , Emiliano Berrones Gutiérrez , Alvine B. Belle , Gerhard Yu , Melika Sherafat

This paper presents the development of a lexicon centered on emerging concepts, focusing on non-technological innovation. It introduces a four-step methodology that combines human expertise, statistical analysis, and machine learning…

The Universal Knowledge Core (UKC) is a large multilingual lexical database with a focus on language diversity and covering over a thousand languages. The aim of the database, as well as its tools and data catalogue, is to make the somewhat…

Requirements are informal and semi-formal descriptions of the expected behavior of a complex system from the viewpoints of its stakeholders (customers, users, operators, designers, and engineers). However, for the purpose of design,…

Computation and Language · Computer Science 2016-04-21 Shalini Ghosh , Daniel Elenius , Wenchao Li , Patrick Lincoln , Natarajan Shankar , Wilfried Steiner

This work presents PerspectroScope, a web-based system which lets users query a discussion-worthy natural language claim, and extract and visualize various perspectives in support or against the claim, along with evidence supporting each…

Computation and Language · Computer Science 2019-06-13 Sihao Chen , Daniel Khashabi , Chris Callison-Burch , Dan Roth