Beyond Ethical Alignment: Evaluating LLMs as Artificial Moral Assistants
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Abstract (arXiv)
The recent rise in popularity of large language models (LLMs) has prompted considerable concerns about their moral capabilities. Although considerable effort has been dedicated to aligning LLMs with human moral values, existing benchmarks and evaluations remain largely superficial, typically measuring alignment based on final ethical verdicts rather than explicit moral reasoning. In response, this paper aims to advance the investigation of LLMs' moral capabilities by examining their capacity to function as Artificial Moral Assistants (AMAs), systems envisioned in the philosophical literature to support human moral deliberation. We assert that qualifying as an AMA requires more than what state-of-the-art alignment techniques aim to achieve: not only must AMAs be able to discern ethically problematic situations, they should also be able to actively reason about them, navigating between conflicting values outside of those embedded in the alignment phase. Building on existing philosophical literature, we begin by designing a new formal framework of the specific kind of behaviour an AMA should exhibit, individuating key qualities such as deductive and abductive moral reasoning. Drawing on this theoretical framework, we develop a benchmark to test these qualities and evaluate popular open LLMs against it. Our results reveal considerable variability across models and highlight persistent shortcomings, particularly regarding abductive moral reasoning. Our work connects theoretical philosophy with practical AI evaluation while also emphasising the need for dedicated strategies to explicitly enhance moral reasoning capabilities in LLMs. Code available at https://github.com/alessioGalatolo/AMAeval
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 21 of its 51 references that are in the map. First posted on arXiv 18 Aug 2025.
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21 of 51 references.
References · 21
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9 more
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Citing papers per year: 2025: 1; 2026: 1.
2 papers.
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- 2025Diverse Human Value Alignment for Large Language Models via Ethical Reasoning
- 2025Normative Conflicts and Shallow AI Alignment
- 2024Language Model Alignment in Multilingual Trolley Problems
- 2024Ethical Reasoning and Moral Value Alignment of LLMs Depend on the Language we Prompt them in
- 2025The Greatest Good Benchmark: Measuring LLMs' Alignment with Utilitarian Moral Dilemmas
- 2025Exploring Persona-dependent LLM Alignment for the Moral Machine Experiment