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A tribute to Trevor Bench-Capon (1953–2024) 向特雷弗-本奇-卡朋(1953-2024)致敬
Pub Date : 2024-07-12 DOI: 10.3233/aac-241521
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引用次数: 0
ω-Groundedness of argumentation and completeness of grounded dialectical proof procedures ω-论证的基础性和基础辩证证明程序的完备性
Pub Date : 2024-07-03 DOI: 10.3233/aac-230009
P. M. Dung, Phan Minh Than, Jiraporn Pooksoo
Dialectical proof procedures in assumption-based argumentation are in general sound but not complete with respect to both the credulous and skeptical semantics (due to non-terminating loops). This raises the question of whether we could describe exactly what such procedures compute. In a previous paper, we introduce infinite arguments to represent possibly non-terminating computations and present dialectical proof procedures that are both sound and complete with respect to the credulous semantics of assumption-based argumentation with infinite arguments. In this paper, we study whether and under what conditions dialectical proof procedures are both sound and complete with respect to the grounded semantics of assumption-based argumentation with infinite arguments. We introduce the class of ω-grounded and finitary-defensible argumentation frameworks and show that finitary assumption-based argumentation is ω-grounded and finitary-defensible. We then present dialectical procedures that are sound and complete wrt finitary assumption-based argumentation.
基于假设的论证中的辩证证明程序一般都是合理的,但在可信语义和怀疑语义方面都不完整(由于非终止循环)。这就提出了一个问题:我们能否准确地描述这些程序的计算结果?在之前的一篇论文中,我们引入了无限论据来表示可能的非终止计算,并提出了辩证证明程序,这些程序在基于假设的无限论据论证的可信语义方面既合理又完整。在本文中,我们研究辩证证明程序相对于有无限论据的基于假设的论证的可信语义而言,是否以及在什么条件下既合理又完整。我们介绍了 ω-grounded and finitary-defensible argumentation frameworks 类,并证明了基于有限假设的论证是 ω-grounded and finitary-defensible 的。然后,我们提出了相对于基于有限假设的论证而言合理而完整的辩证程序。
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引用次数: 0
Evaluating large language models’ ability to generate interpretive arguments 评估大型语言模型生成解释性论据的能力
Pub Date : 2024-06-06 DOI: 10.3233/aac-230014
Zaid Marji, John Licato
In natural language understanding, a crucial goal is correctly interpreting open-textured phrases. In practice, disagreements over the meanings of open-textured phrases are often resolved through the generation and evaluation of interpretive arguments, arguments designed to support or attack a specific interpretation of an expression within a document. In this paper, we discuss some of our work towards the goal of automatically generating and evaluating interpretive arguments. We have curated a set of rules from the code of ethics of various professional organizations and a set of associated scenarios that are ambiguous with respect to some open-textured phrase within the rule. We collected and evaluated arguments from both human annotators and state-of-the-art generative language models in order to determine the relative quality and persuasiveness of both sets of arguments. Finally, we performed a Turing test-inspired study in order to assess whether human annotators can tell the difference between human arguments and machine-generated arguments. The results show that machine-generated arguments, when prompted a certain way, can be consistently rated as more convincing than human-generated arguments, and to the untrained eye, the machine-generated arguments can convincingly sound human-like.
在自然语言理解中,正确理解开放式短语是一个至关重要的目标。在实践中,关于开放式短语含义的分歧通常通过生成和评估解释性论据来解决,这些论据旨在支持或攻击文档中表达的特定解释。在本文中,我们将讨论我们为实现自动生成和评估解释性论据这一目标所做的一些工作。我们从各种专业组织的道德规范中整理出了一套规则,并整理出了一套相关的场景,这些场景在规则中的某些开放式短语方面存在歧义。我们收集并评估了来自人类注释者和最先进的生成语言模型的论据,以确定两组论据的相对质量和说服力。最后,我们进行了一项由图灵测试启发的研究,以评估人类注释者能否区分人类论据和机器生成的论据。结果表明,机器生成的论据在按一定方式提示时,会被一致评为比人类生成的论据更有说服力,而且在未经训练的人看来,机器生成的论据听起来像人类的论据,令人信服。
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引用次数: 0
Annotated insights into legal reasoning: A dataset of Article 6 ECHR cases 对法律推理的注释式洞察:欧洲人权公约》第 6 条案件数据集
Pub Date : 2024-06-04 DOI: 10.3233/aac-240002
J. Mumford, Katie Atkinson, T. Bench-Capon
We present a novel annotated dataset of legal cases pertaining to Article 6 – the right to a fair trial – of the European Convention on Human Rights (ECHR). This dataset will serve as a useful resource to the research community, to assist in the training and evaluation of AI systems designed to embody the legal reasoning involved in determining the appropriate legal outcome from a description of the case material. The annotations were applied to provide finer-grain classifications of legal cases at the document level. Each classification label was sourced from a domain knowledge model, derived with legal expert guidance and known as an Angelic Domain Model (ADM), such that the classifications correspond to the actual legal rationales used by the Court when determining the outcome of a given case. We discuss our annotation pipeline, including annotator training, inter-annotator reliability evaluation, and the dissemination of the annotation outputs and associated metadata.
我们介绍了一个新颖的法律案件注释数据集,该数据集与《欧洲人权公约》(ECHR)第 6 条--公平审判权--有关。该数据集将成为研究界的有用资源,有助于培训和评估人工智能系统,这些系统旨在体现根据案件材料描述确定适当法律结果所涉及的法律推理。注释用于在文档级别对法律案件进行更精细的分类。每个分类标签都来自一个领域知识模型,该模型是在法律专家的指导下生成的,被称为天使领域模型(ADM),这样的分类与法院在确定特定案件结果时使用的实际法律依据相对应。我们将讨论我们的注释流程,包括注释员培训、注释员之间的可靠性评估以及注释输出和相关元数据的传播。
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引用次数: 0
The third and fourth international competitions on computational models of argumentation: Design, results and analysis 第三届和第四届论证计算模型国际竞赛:设计、结果和分析
Pub Date : 2024-04-23 DOI: 10.3233/aac-230013
Stefano Bistarelli, Lars Kotthoff, Jean-Marie Lagniez, Emmanuel Lonca, Jean-Guy Mailly, J. Rossit, Francesco Santini, Carlo Taticchi
The International Competition on Computational Models of Argumentation (ICCMA) focuses on reasoning tasks in abstract argumentation frameworks. Submitted solvers are tested on a selected collection of benchmark instances, including artificially generated argumentation frameworks and some frameworks formalizing real-world problems. This paper presents the novelties introduced in the organization of the Third (2019) and Fourth (2021) editions of the competition. In particular, we proposed new tracks to competitors, one dedicated to dynamic solvers (i.e., solvers that incrementally compute solutions of frameworks obtained by incrementally modifying original ones) in ICCMA’19 and one dedicated to approximate algorithms in ICCMA’21. From the analysis of the results, we noticed that i) dynamic recomputation of solutions leads to significant performance improvements, ii) approximation provides much faster results with satisfactory accuracy, and iii) classical solvers improved with respect to previous editions, thus revealing advancement in state of the art.
论证计算模型国际竞赛(ICCMA)的重点是抽象论证框架中的推理任务。提交的求解器将在一系列选定的基准实例上进行测试,其中包括人工生成的论证框架和一些形式化现实世界问题的框架。本文介绍了第三届(2019 年)和第四届(2021 年)竞赛组织工作中引入的新内容。特别是,我们为参赛者提出了新的赛道,一个是在ICCMA'19中专门针对动态求解器(即通过增量修改原始框架来增量计算框架解的求解器)的赛道,另一个是在ICCMA'21中专门针对近似算法的赛道。通过对结果的分析,我们注意到:i) 动态重新计算解带来了显著的性能提升;ii) 近似算法提供了更快的结果和令人满意的精确度;iii) 经典求解器与前几届相比有所改进,从而揭示了技术水平的进步。
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引用次数: 0
Attack semantics and collective attacks revisited 重温攻击语义和集体攻击
Pub Date : 2024-03-25 DOI: 10.3233/aac-230011
Martin Caminada, Matthias König, Anna Rapberger, Markus Ulbricht
In the current paper we re-examine the concepts of attack semantics and collective attacks in abstract argumentation, and examine how these concepts interact with each other. For this, we systematically map the space of possibilities. Starting with standard argumentation frameworks (which consist of a directed graph with nodes and arrows) we briefly state both node semantics and arrow semantics (the latter a.k.a. attack semantics) in both their extensions-based form and labellings-based form. We then proceed with SETAFs (which consist of a directed hypergraph of nodes and arrows, to take into account the notion of collective attacks) and state both node semantics and arrow semantics, in both their extensions-based and labellings-based form. We then show equivalence between the extensions-based and labellings-based form, for node semantics and arrow semantics of AFs, as well as for node semantics and arrow semantics of SETAFs. Moreover, we show equivalence between node semantics and arrow semantics for AFs, and equivalence between node semantics and arrow semantics for SETAFs (with the notable exception of semi-stable). We also provide a novel way of converting a SETAF to an AF such that semantics are preserved, without the use of any “meta arguments”. Although the main part of our work is on the level of abstract argumentation, we do provide an application of our theory on the instantiated level. More specifically, we show that the classical characterisation of Assumption-Based Argumentation (ABA) can be seen as an instantiation based on a SETAF, whereas the contemporary characterisation of ABA can be seen as an instantiation based on a standard AF. Our theory of how to convert a SETAF to an AF can then be used to account for both the similarities and the differences between the classical and contemporary characterisations of ABA. Most prominently, our theory is able to explain the semantic mismatch for semi-stable semantics that arises in the ABA instantiation process.
在本文中,我们重新审视了抽象论证中的攻击语义和集体攻击概念,并研究了这些概念之间如何相互作用。为此,我们系统地绘制了可能性空间图。从标准论证框架(由带有节点和箭头的有向图组成)开始,我们以基于扩展的形式和基于标注的形式简要阐述了节点语义和箭头语义(后者又称攻击语义)。然后,我们继续讨论 SETAF(由节点和箭头组成的有向超图,以考虑集体攻击的概念),并以基于扩展和基于标注的形式阐述节点语义和箭头语义。然后,我们展示了基于扩展和基于标注的形式之间的等价性,包括 AF 的节点语义和箭头语义,以及 SETAF 的节点语义和箭头语义。此外,我们还展示了 AF 的节点语义和箭头语义之间的等价性,以及 SETAF 的节点语义和箭头语义之间的等价性(半稳定的明显例外)。我们还提供了一种将 SETAF 转换为 AF 的新方法,无需使用任何 "元参数 "即可保留语义。虽然我们工作的主要部分是在抽象论证层面,但我们确实提供了我们的理论在实例化层面的应用。更具体地说,我们证明了基于假设的论证(ABA)的经典特征可视为基于 SETAF 的实例化,而 ABA 的当代特征可视为基于标准 AF 的实例化。我们关于如何将 SETAF 转换为 AF 的理论可以用来解释 ABA 的经典和当代特征之间的相似之处和不同之处。最重要的是,我们的理论能够解释在 ABA 实例化过程中出现的半稳定语义的语义不匹配问题。
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引用次数: 0
Tractable algorithms for strong admissibility 强可接受性的可实现算法
Pub Date : 2024-03-22 DOI: 10.3233/aac-230012
Martin Caminada, Sri Harikrishnan
Much like admissibility is the key concept underlying preferred semantics, strong admissibility is the key concept underlying grounded semantics, as membership of a strongly admissible set is sufficient to show membership of the grounded extension. As such, strongly admissible sets and labellings can be used as an explanation of membership of the grounded extension, as is for instance done in some of the proof procedures for grounded semantics. In the current paper, we present two polynomial algorithms for constructing relatively small strongly admissible labellings, with associated min–max numberings, for a particular argument. These labellings can be used as relatively small explanations for the argument’s membership of the grounded extension. Although our algorithms are not guaranteed to yield an absolute minimal strongly admissible labelling for the argument (as doing so would have implied an exponential complexity), our best performing algorithm yields results that are only marginally larger. Moreover, the runtime of this algorithm is an order of magnitude smaller than that of the existing approach for computing an absolute minimal strongly admissible labelling for a particular argument. As such, we believe that our algorithms can be of practical value in situations where the aim is to construct a minimal or near-minimal strongly admissible labelling in a time-efficient way.
就像可接受性是首选语义学的关键概念一样,强可接受性也是基础语义学的关键概念,因为强可接受性集合的成员资格足以证明基础扩展的成员资格。因此,强可接受性集合和标签可以用来解释接地扩展的成员资格,例如,接地语义学的一些证明程序就是这样做的。在本文中,我们提出了两种多项式算法,用于为特定论证构建相对较小的强容许标注以及相关的最小-最大编号。这些标注可用作该论证属于基础扩展的相对较小的解释。尽管我们的算法并不能保证为论证生成绝对最小的强容许标注(因为这样做将意味着指数级的复杂度),但我们性能最好的算法生成的结果仅略微大一些。此外,该算法的运行时间比现有方法计算特定论点的绝对最小强容许标注的运行时间要少一个数量级。因此,我们相信我们的算法在以省时高效的方式构建最小或接近最小的强可接受性标注为目标的情况下具有实用价值。
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引用次数: 0
Explanation–Question–Response dialogue: An argumentative tool for explainable AI 解释-提问-回答对话:可解释人工智能的论证工具
Pub Date : 2024-03-21 DOI: 10.3233/aac-230015
Federico Castagna, P. McBurney, S. Parsons
Advancements and deployments of AI-based systems, especially Deep Learning-driven generative language models, have accomplished impressive results over the past few years. Nevertheless, these remarkable achievements are intertwined with a related fear that such technologies might lead to a general relinquishing of our lives’s control to AIs. This concern, which also motivates the increasing interest in the eXplainable Artificial Intelligence (XAI) research field, is mostly caused by the opacity of the output of deep learning systems and the way that it is generated, which is largely obscure to laypeople. A dialectical interaction with such systems may enhance the users’ understanding and build a more robust trust towards AI. Commonly employed as specific formalisms for modelling intra-agent communications, dialogue games prove to be useful tools to rely upon when dealing with user’s explanation needs. The literature already offers some dialectical protocols that expressly handle explanations and their delivery. This paper fully formalises the novel Explanation–Question–Response (EQR) dialogue and its properties, whose main purpose is to provide satisfactory information (i.e., justified according to argumentative semantics) whilst ensuring a simplified protocol, in comparison with other existing approaches, for humans and artificial agents.
基于人工智能的系统,尤其是深度学习驱动的生成语言模型,在过去几年中取得了令人瞩目的成就。然而,在取得这些令人瞩目的成就的同时,人们也担心这些技术可能会导致人工智能全面放弃对我们生活的控制。造成这种担忧的主要原因是深度学习系统的输出不透明,而且其生成方式在很大程度上不为普通人所知。与这类系统的辩证互动可以增强用户的理解力,并建立起对人工智能更稳固的信任。对话游戏通常被用作模拟代理内部交流的特定形式,在处理用户的解释需求时,对话游戏被证明是可以依赖的有用工具。已有文献提供了一些明确处理解释及其传递的辩证协议。本文全面阐述了新颖的 "解释-问题-回应(EQR)"对话及其特性,其主要目的是为人类和人工代理提供令人满意的信息(即根据论证语义提供合理信息),同时确保与其他现有方法相比,简化协议。
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引用次数: 0
Assumption-based argumentation for extended disjunctive logic programming and its relation to nonmonotonic reasoning 基于假设的扩展断据逻辑编程论证及其与非单调推理的关系
Pub Date : 2023-11-24 DOI: 10.3233/aac-220019
T. Wakaki
The motivation of this study is that Reiter’s default theory as well as assumption-based argumentation frameworks corresponding to default theories have difficulties in handling disjunctive information, while a disjunctive default theory (ddt) avoids them. This paper presents the semantic correspondence between generalized assumption-based argumentation (ABA) and extended disjunctive logic programming as well as the correspondence between ABA and nonmonotonic reasoning approaches such as disjunctive default logic and prioritized circumscription. To overcome the above-mentioned difficulties of ABA frameworks corresponding to default theories, we propose an assumption-based framework (ABF) translated from an extended disjunctive logic program (EDLP) since an EDLP can be translated into a ddt. Our ABF incorporates explicit negation and the connective of disjunction “|” to Heyninck and Arieli’s ABF induced by a disjunctive logic program. In this paper, first, we show how arguments are constructed from disjunctive rules in our proposed ABF. Then, we show the correspondence between answer sets of an EDLP P and stable extensions of the ABF translated from P with trivialization rules. After defining rationality postulates, we show answer sets of a consistent EDLP are captured by consistent stable extensions of the translated ABF with no trivialization rules. Finally, we show the correspondence between ABA and disjunctive default logic (resp. prioritized circumscription). The relation between ABA and possible model semantics of EDLPs is also discussed.
本研究的动机在于,Reiter 的缺省理论以及与缺省理论相对应的基于假设的论证框架在处理断点信息时存在困难,而断点缺省理论(ddt)则可以避免这些困难。本文介绍了广义的基于假设的论证(ABA)与扩展的缺省逻辑编程之间的语义对应关系,以及 ABA 与非单调推理方法(如缺省逻辑和优先化周延)之间的对应关系。为了克服与缺省理论相对应的 ABA 框架的上述困难,我们提出了一种基于假设的框架(ABF),该框架由扩展断言逻辑程序(EDLP)转化而来,因为 EDLP 可以转化为 ddt。我们的 ABF 将显式否定和析取连接词"|"纳入了海宁克(Heyninck)和阿里里(Arieli)的 ABF,该 ABF 由析取逻辑程序诱导而成。在本文中,我们首先展示了在我们提出的 ABF 中,参数是如何从非谓词规则中构造出来的。然后,我们展示了 EDLP P 的答案集与用三段论规则从 P 翻译而来的 ABF 的稳定扩展之间的对应关系。在定义了合理性假设之后,我们证明了一致的 EDLP 答案集可以通过无琐碎化规则的 ABF 译文的一致稳定扩展来捕捉。最后,我们展示了 ABA 与分条件缺省逻辑(即优先周延)之间的对应关系。我们还讨论了 ABA 与 EDLP 可能的模型语义之间的关系。
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引用次数: 0
Justification, stability and relevance in incomplete argumentation frameworks 不完整论证框架中的正当性、稳定性和相关性
Pub Date : 2023-11-17 DOI: 10.3233/aac-230002
Daphne Odekerken, Annemarie Borg, Floris Bex
We explore the computational complexity of justification, stability and relevance in incomplete argumentation frameworks (IAFs). IAFs are abstract argumentation frameworks that encode qualitative uncertainty by distinguishing between certain and uncertain arguments and attacks. These IAFs can be completed by deciding for each uncertain argument or attack whether it is present or absent. Such a completion is an abstract argumentation framework, for which it can be decided which arguments are acceptable under a given semantics. The justification status of an argument in a completion then expresses whether the argument is accepted (in), not accepted because it is attacked by an accepted argument (out) or neither (undec). For a given IAF and certain argument, the justification status of that argument need not be the same in all completions. This is the issue of stability, where an argument is stable if its justification status is the same in all completions. For arguments that are not stable in an IAF, the relevance problem is of interest: which uncertain arguments or attacks should be investigated for the argument to become stable? In this paper, we define justification, stability and relevance for IAFs and provide a complexity analysis for these problems under grounded, complete, preferred and stable semantics.
我们探讨了不完整论证框架(IAFs)中理由、稳定性和相关性的计算复杂性。不完整论证框架是一种抽象的论证框架,它通过区分确定和不确定的论点和攻击来编码定性的不确定性。这些不完整论证框架可以通过决定每个不确定论点或攻击是存在还是不存在来完成。这样的完成就是一个抽象论证框架,可以决定哪些论证在给定语义下是可接受的。然后,完成式中某个论证的论证状态表达了该论证是被接受(in),还是因受到被接受论证的攻击而不被接受(out),抑或是两者都不被接受(undec)。对于给定的 IAF 和某个论证,该论证在所有完成式中的合理性状态不一定相同。这就是稳定性问题,如果一个论证在所有补全中的合理性状态都相同,那么这个论证就是稳定的。对于在 IAF 中不稳定的论证来说,相关性问题是一个值得关注的问题:为了使论证变得稳定,应该调查哪些不确定的论证或攻击?在本文中,我们定义了 IAF 的正当性、稳定性和相关性,并在基础语义、完整语义、首选语义和稳定语义下对这些问题进行了复杂性分析。
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引用次数: 0
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Argument & Computation
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