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This paper presents a feasibility study on the deployment of a European Deep Inference Fabric (eDIF), an NDIF-compatible infrastructure designed to support mechanistic interpretability research on large language models. The need for…

Computation and Language · Computer Science 2025-08-15 Irma Heithoff. Marc Guggenberger , Sandra Kalogiannis , Susanne Mayer , Fabian Maag , Sigurd Schacht , Carsten Lanquillon

The rapid acceleration of scientific publishing has created substantial challenges for researchers attempting to discover, contextualize, and interpret relevant literature. Traditional keyword-based search systems provide limited semantic…

Information Retrieval · Computer Science 2025-12-16 Sina Jani , Arman Heidari , Amirmohammad Anvari , Zahra Rahimi

The lack of data for information extraction (IE) from semi-structured business documents is a real problem for the IE community. Publications relying on large-scale datasets use only proprietary, unpublished data due to the sensitive nature…

Machine Learning · Computer Science 2023-01-31 Štěpán Šimsa , Milan Šulc , Matyáš Skalický , Yash Patel , Ahmed Hamdi

Including LaTeX source of mathematical expressions, within the PDF document of a text-book or research paper, has definite benefits regarding `Accessibility' considerations. Here we describe three ways in which this can be done, fully…

Information Retrieval · Computer Science 2014-06-25 Ross Moore

With the growing number of submitted scientific papers, there is an increasing demand for systems that can assist reviewers in evaluating research claims. Experimental results are a core component of scientific work, often presented in…

Computation and Language · Computer Science 2025-11-14 Xanh Ho , Yun-Ang Wu , Sunisth Kumar , Florian Boudin , Atsuhiro Takasu , Akiko Aizawa

Formal verification of cyber-physical and robotic systems requires that we can accurately model physical quantities that exist in the real-world. The use of explicit units in such quantities can allow a higher degree of rigour, since we can…

Logic in Computer Science · Computer Science 2023-02-16 Simon Foster , Burkhart Wolff

We describe a natural deduction formalization of intuitionistic and classical propositional logic in the Isabelle/Pure framework. In contrast to earlier work, where we explored the pedagogical benefits of using a deep embedding approach to…

Logic in Computer Science · Computer Science 2022-02-09 Jørgen Villadsen , Asta Halkjær From , Patrick Blackburn

In the past year, custom and unreleased math reasoning models reached gold medal performance on the International Mathematical Olympiad (IMO). Similar performance was then reported using large-scale inference on publicly available models…

Machine Learning · Computer Science 2026-02-20 Xingyu Dang , Rohit Agarwal , Rodrigo Porto , Anirudh Goyal , Liam H Fowl , Sanjeev Arora

OpenAlex is an open bibliographic database that has been proposed as an alternative to commercial platforms in a context defined by the aim of transforming science evaluation systems into more transparent sources based on open data. This…

Digital Libraries · Computer Science 2025-12-19 Ángel Borrego , Cristóbal Urbano

Hybrid interpretable models combine a transparent component with a black-box model by assigning some examples to the former and deferring the rest to the latter. While this design enables flexible tradeoffs between accuracy and…

Machine Learning · Computer Science 2026-05-28 Ziba Jabbar Zare , Ulrich Aïvodji , Julien Ferry , Thibaut Vidal

The growing complexity and diversity of models used in the engineering of dependable systems implies that a variety of formal methods, across differing abstractions, paradigms, and presentations, must be integrated. Such an integration…

Logic in Computer Science · Computer Science 2020-07-28 Simon Foster , James Baxter , Ana Cavalcanti , Jim Woodcock , Frank Zeyda

The present dissertation introduces the research project on HOLMS (\textbf{HOL} Light Library for \textbf{M}odal \textbf{S}ystems), a growing modular framework for modal reasoning within the HOL Light proof assistant. To provide an…

Logic in Computer Science · Computer Science 2025-06-13 Antonella Bilotta

The research in AI-based formal mathematical reasoning has shown an unstoppable growth trend. These studies have excelled in mathematical competitions like IMO and have made significant progress. This paper focuses on formal verification,…

Artificial Intelligence · Computer Science 2025-06-10 Jialun Cao , Yaojie Lu , Meiziniu Li , Haoyang Ma , Haokun Li , Mengda He , Cheng Wen , Le Sun , Hongyu Zhang , Shengchao Qin , Shing-Chi Cheung , Cong Tian

Modern machine learning pipelines are built on numerical algorithms. Reliable numerical methods are thus a prerequisite for trustworthy machine learning and cyber-physical systems. Therefore, we contribute a framework for verified numerical…

Logic in Computer Science · Computer Science 2025-11-26 Dustin Bryant , Jonathan Julian Huerta y Munive , Simon Foster

Libraries of formal proofs are an important part of our mathematical heritage, but their usability and sustainability is poor. Indeed, each library is specific to a proof system, sometimes even to some version of this system. Thus, a…

Logic in Computer Science · Computer Science 2023-05-02 Gilles Dowek , François Thiré

Linear programming describes the problem of optimising a linear objective function over a set of constraints on its variables. In this paper we present a solver for linear programs implemented in the proof assistant Isabelle/HOL. This…

Logic in Computer Science · Computer Science 2024-03-29 Julian Parsert

A variety of logical frameworks support the use of higher-order abstract syntax in representing formal systems; however, each system has its own set of benchmarks. Even worse, general proof assistants that provide special libraries for…

Logic in Computer Science · Computer Science 2015-07-30 Amy Felty , Alberto Momigliano , Brigitte Pientka

The use of open educational resources (OER) is gaining momentum in higher education institutions. This study sought to establish academics' perceptions and knowledge of OER for teaching and learning in an open distance e-learning (ODeL)…

Computers and Society · Computer Science 2021-08-24 Lancelord Siphamandla Mncube , Maureen Tanner , Wallace Chigona

Cross-modal retrieval relies on accurate models to retrieve relevant results for queries across modalities such as image, text, and video. In this paper, we build upon previous work by tackling the difficulty of evaluating models both…

Multimedia · Computer Science 2020-10-20 Tony Zhao , Jaeyoung Choi , Gerald Friedland

Open information extraction (OIE) systems extract relations and their arguments from natural language text in an unsupervised manner. The resulting extractions are a valuable resource for downstream tasks such as knowledge base…

Computation and Language · Computer Science 2019-04-30 Kiril Gashteovski , Sebastian Wanner , Sven Hertling , Samuel Broscheit , Rainer Gemulla