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When deciding how to act, we must consider other agents' norms and values. However, our norms are ever-evolving. We often add exceptions or change our minds, and thus norms can conflict over time. Therefore, to maintain an accurate mental…

Artificial Intelligence · Computer Science 2024-07-09 Taylor Olson , Roberto Salas-Damian , Kenneth D. Forbus

Studies on interpersonal conflict have a long history and contain many suggestions for conflict typology. We use this as the basis of a novel annotation scheme and release a new dataset of situations and conflict aspect annotations. We then…

Computation and Language · Computer Science 2022-10-31 Charles Welch , Joan Plepi , Béla Neuendorf , Lucie Flek

Contracts underlie most modern commercial transactions defining define the duties and obligations of the related parties in an agreement. Ensuring such agreements are error free is crucial for modern society and their analysis of a contract…

Artificial Intelligence · Computer Science 2021-11-04 Alexandre Yukio Ichida , Felipe Meneguzzi

Societal rules, as exemplified by norms, aim to provide a degree of behavioural stability to multi-agent societies. Norms regulate a society using the deontic concepts of permissions, obligations and prohibitions to specify what can, must…

Artificial Intelligence · Computer Science 2020-10-07 Nir Oren , Felipe Meneguzzi

Reviewing contracts is a time-consuming procedure that incurs large expenses to companies and social inequality to those who cannot afford it. In this work, we propose "document-level natural language inference (NLI) for contracts", a…

Computation and Language · Computer Science 2021-10-06 Yuta Koreeda , Christopher D. Manning

As NLP models become increasingly integrated into real-world applications, it becomes clear that there is a need to address the fact that models often rely on and generate conflicting information. Conflicts could reflect the complexity of…

Computation and Language · Computer Science 2026-02-03 Siyi Liu , Dan Roth

Given the large size and volumes of contracts and their underlying inherent complexity, manual reviews become inefficient and prone to errors, creating a clear need for automation. Automatic Legal Contract Classification (LCC)…

Computation and Language · Computer Science 2025-07-30 Amrita Singh , Aditya Joshi , Jiaojiao Jiang , Hye-young Paik

Artificial agents will need to be aware of human moral and social norms, and able to use them in decision-making. In particular, artificial agents will need a principled approach to managing conflicting norms, which are common in human…

Systems and Control · Computer Science 2017-11-21 Daniel Kasenberg , Matthias Scheutz

This paper concentrates on the representation of the legal relations that obtain between parties once they have entered a contractual agreement and their evolution as the agreement progresses through time. Contracts are regarded as process…

Artificial Intelligence · Computer Science 2016-11-17 Aspassia Daskalopulu

This paper explores the emergence of norms in agents' societies when agents play multiple -even incompatible- roles in their social contexts simultaneously, and have limited interaction ranges. Specifically, this article proposes two…

Multiagent Systems · Computer Science 2015-03-25 George Vouros

In a multi-agent system, one may choose to govern the behaviour of an agent by imposing norms, which act as guidelines for how agents should act either all of the time or in given situations. However, imposing multiple norms on one or more…

Artificial Intelligence · Computer Science 2025-01-22 Johnny Joyce

A contract is a type of legal document commonly used in organizations. Contract review is an integral and repetitive process to avoid business risk and liability. Contract analysis requires the identification and classification of key…

Artificial Intelligence · Computer Science 2024-04-18 Amit Tewari

Large language models (LLMs) often encounter knowledge conflicts, scenarios where discrepancy arises between the internal parametric knowledge of LLMs and non-parametric information provided in the prompt context. In this work we ask what…

Computation and Language · Computer Science 2024-10-16 Yike Wang , Shangbin Feng , Heng Wang , Weijia Shi , Vidhisha Balachandran , Tianxing He , Yulia Tsvetkov

Norms have been extensively proposed as coordination mechanisms for both agent and human societies. Nevertheless, choosing the norms to regulate a society is by no means straightforward. The reasons are twofold. First, the norms to choose…

Multiagent Systems · Computer Science 2017-04-04 Maite Lopez-Sanchez , Marc Serramia , Juan A. Rodriguez-Aguilar , Javier Morales , Michael Wooldridge

The rise of large language models (LLMs) has significantly influenced the quality of information in decision-making systems, leading to the prevalence of AI-generated content and challenges in detecting misinformation and managing…

Computation and Language · Computer Science 2024-10-08 Cheng Jiayang , Chunkit Chan , Qianqian Zhuang , Lin Qiu , Tianhang Zhang , Tengxiao Liu , Yangqiu Song , Yue Zhang , Pengfei Liu , Zheng Zhang

One can find various temporal deontic logics in literature, most focusing on discrete time. The literature on real-time constraints and deontic norms is much sparser. Thus, many analysis techniques which have been developed for deontic…

Logic in Computer Science · Computer Science 2024-10-17 Shaun Azzopardi , Gordon Pace

This survey provides an in-depth analysis of knowledge conflicts for large language models (LLMs), highlighting the complex challenges they encounter when blending contextual and parametric knowledge. Our focus is on three categories of…

Computation and Language · Computer Science 2024-06-25 Rongwu Xu , Zehan Qi , Zhijiang Guo , Cunxiang Wang , Hongru Wang , Yue Zhang , Wei Xu

Notwithstanding their unprecedented ability to generate text, LLMs do not understand the meaning of words, have no sense of context and cannot reason. Their output constitutes an approximation of statistically dominant word patterns. And…

Computation and Language · Computer Science 2026-02-11 Eliza Mik

Multimodal large language models (MLLMs) in long chain-of-thought reasoning often fail when different knowledge sources provide conflicting signals. We formalize these failures under a unified notion of knowledge conflict, distinguishing…

Artificial Intelligence · Computer Science 2026-02-17 Jing Tang , Kun Wang , Haolang Lu , Hongjin Chen , KaiTao Chen , Zhongxiang Sun , Qiankun Li , Lingjuan Lyu , Guoshun Nan , Zhigang Zeng

Detecting controversy in general web pages is a daunting task, but increasingly essential to efficiently moderate discussions and effectively filter problematic content. Unfortunately, controversies occur across many topics and domains,…

Information Retrieval · Computer Science 2018-12-04 Jasper Linmans , Bob van de Velde , Evangelos Kanoulas
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