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Large Language Models (LLMs) are increasingly explored as knowledge bases (KBs), yet current evaluation methods focus too narrowly on knowledge retention, overlooking other crucial criteria for reliable performance. In this work, we rethink…

计算与语言 · 计算机科学 2024-12-17 Danna Zheng , Mirella Lapata , Jeff Z. Pan

Research software refers to software development tools that accelerate discovery and simplifies access to digital infrastructures. However, although research software platforms can be built increasingly more innovative and powerful than…

软件工程 · 计算机科学 2018-12-27 Doug Mulholland , Paulo Alencar , Donald Cowan

Software has been developed for knowledge discovery, prediction and management for over 30 years. However, there are still unresolved pain points when using existing project development and artifact management methodologies. Historically,…

人工智能 · 计算机科学 2022-11-21 Mingwu , Gao , Samer Haidar

Knowledge Bases (KBs) provide structured representation of the real-world in the form of extensive collections of facts about real-world entities, their properties and relationships. They are ubiquitous in large-scale intelligent systems…

人工智能 · 计算机科学 2022-11-03 Suhas Shrinivasan , Simon Razniewski

We give a relational and a weakest precondition semantics for "knowledge-based programs", i.e., programs that restrict observability of variables so as to richly express changes in the knowledge of agents who can or cannot observe said…

计算机科学中的逻辑 · 计算机科学 2022-07-07 Francesco Belardinelli , Ioana Boureanu , Vadim Malvone , Solofomampionona Fortunat Rajaona

Requirements engineering is a knowledge intensive process and crucial for the success of engineering projects. The field of knowledge-based requirements engineering (KBRE) aims to support engineers by providing knowledge to assist in the…

软件工程 · 计算机科学 2024-11-19 Lasse M. Reinpold , Marvin Schieseck , Lukas P. Wagner , Felix Gehlhoff , Alexander Fay

In this paper we study the notion of knowledge from the positions of universal algebra and algebraic logic. We consider first order knowledge which is based on first order logic. We define categories of knowledge and knowledge bases. These…

综合数学 · 数学 2007-05-23 B. Plotkin , T. Plotkin

Mathematics has many useful properties for developing of complex software systems. One is that it can exactly describe a physical situation of the object or outcome of an action. Mathematics support abstraction and this is an excellent…

软件工程 · 计算机科学 2010-04-19 Manoranjan Kumar Singh , Rakesh. L

Research on knowledge graph embeddings has recently evolved into knowledge base embeddings, where the goal is not only to map facts into vector spaces but also constrain the models so that they take into account the relevant conceptual…

人工智能 · 计算机科学 2024-08-12 Camille Bourgaux , Ricardo Guimarães , Raoul Koudijs , Victor Lacerda , Ana Ozaki

Formal verification tools are often developed by experts for experts; as a result, their usability by programmers with little formal methods experience may be severely limited. In this paper, we discuss this general phenomenon with…

软件工程 · 计算机科学 2015-08-20 Carlo A. Furia , Christopher M. Poskitt , Julian Tschannen

Reasoning is fundamental to human intelligence, and critical for problem-solving, decision-making, and critical thinking. Reasoning refers to drawing new conclusions based on existing knowledge, which can support various applications like…

计算与语言 · 计算机科学 2025-02-24 Mayi Xu , Yunfeng Ning , Yongqi Li , Jianhao Chen , Jintao Wen , Yao Xiao , Shen Zhou , Birong Pan , Zepeng Bao , Xin Miao , Hankun Kang , Ke Sun , Tieyun Qian

The notion of programming paradigms, with associated programming languages and methodologies, is a well established tenet of Computer Science pedagogy, enshrined in international curricula. However, this notion sits ill with Kuhn's classic…

编程语言 · 计算机科学 2020-02-17 Greg Michaelson

We show that existing unsupervised methods on large language model (LLM) activations do not discover knowledge -- instead they seem to discover whatever feature of the activations is most prominent. The idea behind unsupervised knowledge…

机器学习 · 计算机科学 2023-12-19 Sebastian Farquhar , Vikrant Varma , Zachary Kenton , Johannes Gasteiger , Vladimir Mikulik , Rohin Shah

Software measurement programs have emerged as compounds of several measurement activities that are pursued as part of a combined effort of several parties within a software organization, based on interests that the organization has…

软件工程 · 计算机科学 2013-07-18 Alejandro Sanchez Guinea

We introduce a set of eight universal Rules of Inference by which computer programs with known properties (axioms) are transformed into new programs with known properties (theorems). Axioms are presented to formalize a segment of Number…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Charlie Volkstorf

In computability theory and computable analysis, finite programs can compute infinite objects. Presenting a computable object via any program for it, provides at least as much information as presenting the object itself, written on an…

计算机科学中的逻辑 · 计算机科学 2014-09-25 Mathieu Hoyrup , Cristobal Rojas

Many logic programming based approaches can be used to describe and solve combinatorial search problems. On the one hand there is constraint logic programming which computes a solution as an answer substitution to a query containing the…

人工智能 · 计算机科学 2007-05-23 Nikolay Pelov , Emmanuel De Mot , Marc Denecker

Binary classification is a fundamental task in machine learning, with applications spanning various scientific domains. Whether scientists are conducting fundamental research or refining practical applications, they typically assess and…

机器学习 · 计算机科学 2023-10-20 Attila Fazekas , György Kovács

Knowledge-grounded dialogue is a task of generating an informative response based on both the dialogue history and external knowledge source. In general, there are two forms of knowledge: manually annotated knowledge graphs and knowledge…

计算与语言 · 计算机科学 2023-12-14 Yizhe Yang , Heyan Huang , Yihang Liu , Yang Gao

Consistency properties of concurrent computations, e.g., sequential consistency, linearizability, or eventual consistency, are essential for devising correct concurrent algorithms. In this paper, we present a logical formalization of such…

计算机科学中的逻辑 · 计算机科学 2013-05-13 Klaus v. Gleissenthall , Andrey Rybalchenko