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The wide adoption of machine learning approaches in the industry, government, medicine and science has renewed the interest in interpretable machine learning: many decisions are too important to be delegated to black-box techniques such as…

Artificial Intelligence · Computer Science 2018-12-06 Dmitry Malioutov , Kuldeep S. Meel

Large Language Models (LLMs) have demonstrated impressive capabilities in structured reasoning and symbolic tasks, with coding emerging as a particularly successful application. This progress has naturally motivated efforts to extend these…

Artificial Intelligence · Computer Science 2026-02-02 Andrea Asperti , Alberto Naibo , Claudio Sacerdoti Coen

Language models may memorize more than just facts, including entire chunks of texts seen during training. Fair use exemptions to copyright laws typically allow for limited use of copyrighted material without permission from the copyright…

Computation and Language · Computer Science 2023-10-24 Antonia Karamolegkou , Jiaang Li , Li Zhou , Anders Søgaard

We present some of the experiments we have performed to best test our design for a library for MathScheme, the mechanized mathematics software system we are building. We wish for our library design to use and reflect, as much as possible,…

Mathematical Software · Computer Science 2011-06-10 Jacques Carette , William M. Farmer , Filip Jeremic , Vincent Maccio , Russell O'Connor , Quang M. Tran

Machine learning (ML) has transformed numerous fields, but understanding its foundational research is crucial for its continued progress. This paper presents an overview of the significant classical ML algorithms and examines the…

Large vision-language models (LVLMs) have achieved remarkable advancements in multimodal reasoning tasks. However, their widespread accessibility raises critical concerns about potential copyright infringement. Will LVLMs accurately…

Computation and Language · Computer Science 2025-12-29 Naen Xu , Jinghuai Zhang , Changjiang Li , Hengyu An , Chunyi Zhou , Jun Wang , Boyu Xu , Yuyuan Li , Tianyu Du , Shouling Ji

This paper aims to introduce and analyze the Viz system in a comprehensive way, a novel system architecture that integrates Quantized Low-Rank Adapters (QLoRA) to fine-tune large language models (LLM) within a legally compliant and resource…

Machine Learning · Computer Science 2024-01-02 Dipankar Sarkar

The paper discusses legal aspects relevant to the development of research software and practical approaches taken by research software engineers to deal with them. Intellectual Property Rights on software are considered alongside licensing…

Computers and Society · Computer Science 2025-09-30 Giuditta Parolini

We present several steps towards large formal mathematical wikis. The Coq proof assistant together with the CoRN repository are added to the pool of systems handled by the general wiki system described in \cite{DBLP:conf/aisc/UrbanARG10}. A…

Digital Libraries · Computer Science 2011-07-27 Jesse Alama , Kasper Brink , Lionel Mamane , Josef Urban

We report on an exploratory analysis of the forms of plagiarism observable in mathematical publications, which we identified by investigating editorial notes from zbMATH. While most cases we encountered were simple copies of earlier work,…

Digital Libraries · Computer Science 2019-09-10 Moritz Schubotz , Olaf Teschke , Vincent Stange , Norman Meuschke , Bela Gipp

Intelligent or generative writing tools rely on large language models that recognize, summarize, translate, and predict content. This position paper probes the copyright interests of open data sets used to train large language models…

Computers and Society · Computer Science 2023-04-07 Madiha Zahrah Choksi , David Goedicke

We present a logic for reasoning about licenses, which are ``terms of use'' for digital resources. The logic provides a language for writing both properties of licenses and specifications that govern a client's actions. We discuss the…

Cryptography and Security · Computer Science 2007-05-23 Riccardo Pucella , Vicky Weissman

Mathematical reasoning serves as a cornerstone for assessing the fundamental cognitive capabilities of human intelligence. In recent times, there has been a notable surge in the development of Large Language Models (LLMs) geared towards the…

Computation and Language · Computer Science 2024-09-18 Janice Ahn , Rishu Verma , Renze Lou , Di Liu , Rui Zhang , Wenpeng Yin

Symbolic and logic computation systems ranging from computer algebra systems to theorem provers are finding their way into science, technology, mathematics and engineering. But such systems rely on explicitly or implicitly represented…

Logic in Computer Science · Computer Science 2011-05-04 Florian Rabe , Michael Kohlhase

Large Language Models (LLMs) often struggle with code generation tasks involving niche software libraries. Existing code generation techniques with only human-oriented documentation can fail -- even when the LLM has access to web search and…

Software Engineering · Computer Science 2025-05-09 Sandya Wijaya , Jacob Bolano , Alejandro Gomez Soteres , Shriyanshu Kode , Yue Huang , Anant Sahai

Prior study shows that LLMs sometimes generate content that violates copyright. In this paper, we study another important yet underexplored problem, i.e., will LLMs respect copyright information in user input, and behave accordingly? The…

Computation and Language · Computer Science 2024-11-05 Jialiang Xu , Shenglan Li , Zhaozhuo Xu , Denghui Zhang

Large language models (LLMs) have exhibited impressive capabilities in comprehending complex instructions. However, their blind adherence to provided instructions has led to concerns regarding risks of malicious use. Existing defence…

Artificial Intelligence · Computer Science 2023-07-25 David Glukhov , Ilia Shumailov , Yarin Gal , Nicolas Papernot , Vardan Papyan

In recent years, Large Language Models (LLMs) have gained significant popularity due to their ability to generate human-like text and their potential applications in various fields, such as Software Engineering. LLMs for Code are commonly…

Software Engineering · Computer Science 2023-03-01 Ali Al-Kaswan , Maliheh Izadi

Digital mathematical libraries (DMLs) such as arXiv, Numdam, and EuDML contain mainly documents from STEM fields, where mathematical formulae are often more important than text for understanding. Conventional information retrieval (IR)…

Information Retrieval · Computer Science 2018-08-29 Petr Sojka , Michal Růžička , Vít Novotný

In order to work with mathematical content in computer systems, it is necessary to represent it in formal languages. Ideally, these are supported by tools that verify the correctness of the content, allow computing with it, and produce…

Logic in Computer Science · Computer Science 2020-05-27 Cezary Kaliszyk , Florian Rabe