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An Answer Set Programming Approach to Argumentative Reasoning in the ASPIC~+ Framework

机译:ASPIC〜+框架的争论推理的答案集规划方法

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A major research direction in AI argumentation is the study and development of practical computational techniques for reasoning in different argumentation formalisms. Compared to abstract argumentation, developing algorithmic techniques for different structured argumentation formalisms, such as assumption-based argumentation and the general ASPIC~+ framework, is more challenging. At present, there is a lack of efficient approaches to reasoning in ASPIC~+. We develop a direct declarative approach based on answer set programming (ASP) to reasoning in an instantiation of the ASPIC~+ framework. We establish formal foundations for direct declarative encodings for reasoning in ASPIC~+ without preferences for several central argumentation semantics, and detail ASP encodings of semantics for which reasoning about acceptance is NP-hard in ASPIC~+. Empirically, the ASP approach scales up to frameworks of significant size, thereby answering the current lack of practical computational approaches to reasoning in ASPIC~+ and providing a promising base for capturing further generalizations within ASPIC~+.
机译:AI争论中的主要研究方向是在不同论证形式主义中推理的实用计算技术的研究和开发。与抽象论证相比,开发不同结构论证形式主义的算法技术,例如基于假设的论证和普通的Aspic〜+框架,更具挑战性。目前,缺乏高效的方法在Aspic〜+中推理。我们基于答案集规划(ASP)开发了一种直接的声明性方法,以推理ASPIC〜+框架的实例化。我们建立正式基础,用于直接声明编码,以便在ASPIC〜+中推理,没有偏好对几个中央辩论语义,并详细介绍了关于接受的推理在ASPIC〜+中的原理的编码。经验上,ASP方法缩小到显着大小的框架,从而应答当前在ASPIC〜+中缺乏实用的计算方法,并提供有希望的基础,用于捕获ASPIC〜+内的进一步概括。

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