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Recent advances in reasoning models have yielded impressive results in mathematics and coding. However, most approaches rely on static datasets, which have been suggested to encourage memorisation and limit generalisation. We introduce…

Machine Learning · Computer Science 2026-01-06 Willem Röpke , Samuel Coward , Andrei Lupu , Thomas Foster , Tim Rocktäschel , Jakob Foerster

Public knowledge of what is said in parliament is a tenet of democracy, and a critical resource for political science research. In Australia, following the British tradition, the written record of what is said in parliament is known as…

Digital Libraries · Computer Science 2023-09-25 Lindsay Katz , Rohan Alexander

Online discussion forums provide crucial data to understand the concerns of a wide range of real-world communities. However, the typical qualitative and quantitative methodologies used to analyze those data, such as thematic analysis and…

Computation and Language · Computer Science 2025-02-18 Varun Nagaraj Rao , Eesha Agarwal , Samantha Dalal , Dan Calacci , Andrés Monroy-Hernández

With careful manipulation, malicious agents can reverse engineer private information encoded in pre-trained language models. Security concerns motivate the development of quantum pre-training. In this work, we propose a highly Portable…

Machine Learning · Computer Science 2023-02-28 Shuyue Stella Li , Xiangyu Zhang , Shu Zhou , Hongchao Shu , Ruixing Liang , Hexin Liu , Leibny Paola Garcia

Large language models (LLMs) represent a new paradigm for processing unstructured data, with applications across an unprecedented range of domains. In this paper, we address, through two arguments, whether the development and application of…

Methodology · Statistics 2026-02-03 Weijie Su

Logging is a critical function in modern distributed applications, but the lack of standardization in log query languages and formats creates significant challenges. Developers currently must write ad hoc queries in platform-specific…

Knowledge base exchange is an important problem in the area of data exchange and knowledge representation, where one is interested in exchanging information between a source and a target knowledge base connected through a mapping. In this…

Artificial Intelligence · Computer Science 2013-07-03 Marcelo Arenas , Elena Botoeva , Diego Calvanese , Vladislav Ryzhikov

Query-focused summarization (QFS) aims to extract or generate a summary of an input document that directly answers or is relevant to a given query. The lack of large-scale datasets in the form of documents, queries, and summaries has…

Computation and Language · Computer Science 2023-05-23 Ruochen Xu , Song Wang , Yang Liu , Shuohang Wang , Yichong Xu , Dan Iter , Chenguang Zhu , Michael Zeng

With the implementation of personal data privacy regulations, the field of machine learning (ML) faces the challenge of the "right to be forgotten". Machine unlearning has emerged to address this issue, aiming to delete data and reduce its…

Machine Learning · Computer Science 2024-04-02 Yi Xu

The race to train language models on vast, diverse, and inconsistently documented datasets has raised pressing concerns about the legal and ethical risks for practitioners. To remedy these practices threatening data transparency and…

Ensuring the quality of quantum programs is increasingly important; however, traditional static analysis techniques are insufficient due to the unique characteristics of quantum computing. Quantum-specific linting tools, such as LintQ, have…

Software Engineering · Computer Science 2025-04-08 Seung Yeob Shin , Fabrizio Pastore , Domenico Bianculli

The rapid growth of quantum information science and technology (QIST) presents unique educational challenges as it brings together students and researchers from many disciplines. This work presents findings from in-depth interviews with…

Physics Education · Physics 2025-12-15 Liam Doyle , Fargol Seifollahi , Chandralekha Singh

As quantum computing advances, quantum programming libraries' heterogeneity and steady evolution create new challenges for software developers. Frequent updates in software libraries break working code that needs to be refactored, thus…

Software Engineering · Computer Science 2025-06-10 José Manuel Suárez , Luís Mariano Bibbó , Joaquín Bogado , Alejandro Fernandez

Large language models (LLMs) have achieved remarkable success across natural language processing tasks, yet their widespread deployment raises pressing concerns around privacy, copyright, security, and bias. Machine unlearning has emerged…

Computation and Language · Computer Science 2026-01-21 Tyler Lizzo , Larry Heck

The field of spoken language processing is undergoing a shift from training custom-built, task-specific models toward using and optimizing spoken language models (SLMs) which act as universal speech processing systems. This trend is similar…

Computation and Language · Computer Science 2026-04-08 Siddhant Arora , Kai-Wei Chang , Chung-Ming Chien , Yifan Peng , Haibin Wu , Yossi Adi , Emmanuel Dupoux , Hung-Yi Lee , Karen Livescu , Shinji Watanabe

Large Language Models (LLMs) have become central in academia and industry, raising concerns about privacy, transparency, and misuse. A key issue is the trustworthiness of proprietary models, with open-sourcing often proposed as a solution.…

Software Engineering · Computer Science 2025-01-29 Domen Vake , Bogdan Šinik , Jernej Vičič , Aleksandar Tošić

Existing query languages for data discovery exhibit system-driven designs that emphasize database features and functionality over user needs. We propose a re-prioritization of the client through an introduction of a language-driven approach…

Databases · Computer Science 2025-08-12 Andrew Kang , Sainyam Galhotra

WOD-2012 aims at facilitating new trends and ideas from a broad range of topics concerned within the widely-spread Open Data movement, from the viewpoint of computer science research. While being most commonly known from the recent Linked…

Digital Libraries · Computer Science 2012-05-22 Guillaume Raschia , Martin Theobald , Ioana Manolescu

The preservation of endangered languages is a widely discussed issue nowadays. Languages represent essential cultural heritage and can provide valuable botanical, biological, and geographical information. Therefore, it is necessary to…

Physics and Society · Physics 2025-04-03 Dmitry Ammosov , Yalchin Efendiev , Lenore A. Grenoble
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