Autonomous artificial moderators can be useful to monitor social media for content that violates platform policies, but such artificial moderators can be confidently wrong about their decisions. While creating an approach that makes no mistakes is effectively impossible, being able to generate explanations for any given decision can simplify the task of detecting when the system is wrong. In this work we present LiveEvents, a neuro-symbolic agent capable of generating explanations based on which rules have lead to its decisions. We deliver these explanations via Cogni-Sketch, which provides users with an interactive visual representation, allowing them to easily understand the explanations given by the system.

Visualizing Logic Explanations for Social Media Moderation

Cerutti F.;
2023-01-01

Abstract

Autonomous artificial moderators can be useful to monitor social media for content that violates platform policies, but such artificial moderators can be confidently wrong about their decisions. While creating an approach that makes no mistakes is effectively impossible, being able to generate explanations for any given decision can simplify the task of detecting when the system is wrong. In this work we present LiveEvents, a neuro-symbolic agent capable of generating explanations based on which rules have lead to its decisions. We deliver these explanations via Cogni-Sketch, which provides users with an interactive visual representation, allowing them to easily understand the explanations given by the system.
2023
Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
Nessuno
Inglese
22nd International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2023
2023
gbr
2023-
3056
3058
3
International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Explainable AI; Neuro-symbolic; Situation Understanding
Not applicable
none
Vilamala, M. R.; Cerutti, F.; Braines, D.; Preece, A.
273
info:eu-repo/semantics/conferenceObject
4
4 Contributo in Atti di Convegno (Proceeding)::4.1 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11379/597566
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