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We contemplate a higher-level bipolar abstract argumentation for non-elementary arguments such as: X argues against Ys sincerity with the fact that Y has presented his argument to draw a conclusion C, by omitting other facts which would not…

人工智能 · 计算机科学 2019-01-21 Ryuta Arisaka , Stefano Bistarelli , Francesco Santini

Decision tree models, including random forests and gradient-boosted decision trees, are widely used in machine learning due to their high predictive performance. However, their complex structures often make them difficult to interpret,…

人工智能 · 计算机科学 2026-01-08 Akihiro Takemura , Masayuki Otani , Katsumi Inoue

LogicWeb has traditionally lacked devices for dealing with intractable queries. We address this limitation by adopting length-bounded inference, a form of approximate reasoning. A length-bounded inference is of the form $prov(P,G,n)$ which…

计算机科学中的逻辑 · 计算机科学 2017-10-19 Keehang Kwon , Daeseong Kang

Recently, Strength-based Argumentation Frameworks (StrAFs) have been proposed to model situations where some quantitative strength is associated with arguments. In this setting, the notion of accrual corresponds to sets of arguments that…

人工智能 · 计算机科学 2022-07-07 Yohann Bacquey , Jean-Guy Mailly , Pavlos Moraitis , Julien Rossit

Answer Set Programming (ASP) is a declarative problem solving paradigm that can be used to encode a combinatorial problem as a logic program whose stable models correspond to the solutions of the considered problem. ASP has been widely…

计算机科学中的逻辑 · 计算机科学 2024-07-15 Van-Giang Trinh , Belaid Benhamou

Answer set programming (ASP) is a popular nonmonotonic-logic based paradigm for knowledge representation and solving combinatorial problems. Computing the answer set of an ASP program is NP-hard in general, and researchers have been…

人工智能 · 计算机科学 2021-04-06 Fang Li , Huaduo Wang , Gopal Gupta

Argumentation is a promising model for reasoning with uncertain knowledge. The key concept of acceptability enables to differentiate arguments and counterarguments: The certainty of a proposition can then be evaluated through the most…

人工智能 · 计算机科学 2013-02-01 Leila Amgoud , Claudette Cayrol

Answer set programming (ASP) is a popular declarative programming paradigm with a wide range of applications in artificial intelligence. Oftentimes, when modeling an AI problem with ASP, and in particular when we are interested beyond…

人工智能 · 计算机科学 2021-12-15 Johannes K. Fichte , Sarah Alice Gaggl , Dominik Rusovac

Answer set programming (ASP) is a logic programming formalism used in various areas of artificial intelligence like combinatorial problem solving and knowledge representation and reasoning. It is known that enhancing ASP with function…

人工智能 · 计算机科学 2025-09-24 Lukas Gerlach , David Carral , Markus Hecher

Epistemic logic programs (ELPs) are a popular generalization of standard Answer Set Programming (ASP) providing means for reasoning over answer sets within the language. This richer formalism comes at the price of higher computational…

计算复杂性 · 计算机科学 2020-01-14 Markus Hecher , Michael Morak , Stefan Woltran

Semantic parsing is a technique aimed at constructing a structured representation of the meaning of a natural-language question. Recent advancements in few-shot language models trained on code have demonstrated superior performance in…

计算与语言 · 计算机科学 2023-03-10 Terry Yue Zhuo , Zhuang Li , Yujin Huang , Fatemeh Shiri , Weiqing Wang , Gholamreza Haffari , Yuan-Fang Li

Dung's abstract argumentation theory is a widely used formalism to model conflicting information and to draw conclusions in such situations. Hereby, the knowledge is represented by so-called argumentation frameworks (AFs) and the reasoning…

人工智能 · 计算机科学 2016-04-01 Ringo Baumann , Thomas Linsbichler , Stefan Woltran

The core premise of AI debate as a scalable oversight technique is that it is harder to lie convincingly than to refute a lie, enabling the judge to identify the correct position. Yet, existing debate experiments have relied on datasets…

Argumentation accommodates various rhetorical devices, such as questions, reported speech, and imperatives. These rhetorical tools usually assert argumentatively relevant propositions rather implicitly, so understanding their true meaning…

计算与语言 · 计算机科学 2020-10-07 Yohan Jo , Jacky Visser , Chris Reed , Eduard Hovy

In the last decade, a variety of topic models have been proposed for text engineering. However, except Probabilistic Latent Semantic Analysis (PLSA) and Latent Dirichlet Allocation (LDA), most of existing topic models are seldom applied or…

计算与语言 · 计算机科学 2018-08-15 Di Jiang , Yuanfeng Song , Rongzhong Lian , Siqi Bao , Jinhua Peng , Huang He , Hua Wu

A hallmark of human language is the ability to effectively and efficiently convey contextually relevant information. One theory for how humans reason about language is presented in the Rational Speech Acts (RSA) framework, which captures…

计算与语言 · 计算机科学 2020-06-02 Julia White , Jesse Mu , Noah D. Goodman

As the use of AI in society grows, addressing emerging biases is essential to prevent systematic discrimination. Several bias detection methods have been proposed, but, with few exceptions, these tend to ignore transparency. Instead,…

人工智能 · 计算机科学 2025-11-18 Hamed Ayoobi , Nico Potyka , Anna Rapberger , Francesca Toni

Argumentation problems are concerned with determining the acceptability of a set of arguments from their relational structure. When the available information is uncertain, probabilistic argumentation frameworks provide modelling tools to…

人工智能 · 计算机科学 2023-04-18 Pietro Totis , Angelika Kimmig , Luc De Raedt

Answer Set Programming (ASP) is a purely declarative formalism developed in the field of logic programming and nonmonotonic reasoning: computational problems are encoded by logic programs whose answer sets, corresponding to solutions, are…

人工智能 · 计算机科学 2020-02-19 Francesco Calimeri , Simona Perri , Jessica Zangari

Answer Set Programming (ASP) is a declarative programming language used for modeling and solving complex combinatorial problems. It has been successfully applied to a number of different realworld problems. However, learning its usage can…

软件工程 · 计算机科学 2026-03-31 Rafael Martins , Matthias Knorr , Ricardo Gonçalves