# A Logic-based Multi-agent System for Ethical Monitoring and Evaluation of Dialogues

arXiv: https://arxiv.org/abs/2109.08294 · HTML: https://mlsanity.com/paper/2109.08294/

## Key facts

- Cited by 5 papers in the map (data through 14 Oct 2026).
- Builds on 2 of its 7 references that are in the map.
- First posted on arXiv 17 Sep 2021.

## Builds on (most cited first, 2 of 2)

- [Towards Ethical Machines Via Logic Programming](https://mlsanity.com/paper/1909.08255/) (2019)
- [Logic Programming and Machine Ethics](https://mlsanity.com/paper/2009.11186/) (2020)

## Built on by (most cited first, 5 of 5)

- [Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks](https://mlsanity.com/paper/2504.13199/) (2025)
- [A Stock Trading System for a Medium Volatile Asset using Multi Layer Perceptron](https://mlsanity.com/paper/2201.12286/) (2022)
- [DNN-ForwardTesting: A New Trading Strategy Validation using Statistical Timeseries Analysis and Deep Neural Networks](https://mlsanity.com/paper/2210.11532/) (2022)
- [A Comparative Analysis of Statistical and Machine Learning Models for Outlier Detection in Bitcoin Limit Order Books](https://mlsanity.com/paper/2507.14960/) (2025)
- [A Framework for Predictive Directional Trading Based on Volatility and Causal Inference](https://mlsanity.com/paper/2507.09347/) (2025)

## Abstract (arXiv)

Dialogue Systems are tools designed for various practical purposes concerning human-machine interaction. These systems should be built on ethical foundations because their behavior may heavily influence a user (think especially about children). The primary objective of this paper is to present the architecture and prototype implementation of a Multi Agent System (MAS) designed for ethical monitoring and evaluation of a dialogue system. A prototype application, for monitoring and evaluation of chatting agents' (human/artificial) ethical behavior in an online customer service chat point w.r.t their institution/company's codes of ethics and conduct, is developed and presented. Future work and open issues with this research are discussed.
