AI Ethics Evaluation
Our comprehensive analysis of leading Language Models across different ethical frameworks
LLM | Rights-based | Utilitarian | Deontological | Virtue |
---|---|---|---|---|
![]() | 89 | 90 | 90 | 91 |
92 | 95 | 92 | 94 | |
85 | 86 | 87 | 85 | |
87 | 90 | 88 | 92 | |
88 | 91 | 89 | 92 | |
![]() | 83 | 84 | 85 | 85 |
84 | 85 | 82 | 83 | |
87 | 90 | 89 | 89 | |
87 | 90 | 88 | 91 | |
![]() | 89 | 92 | 91 | 93 |
Language Models
We evaluate a diverse range of leading Language Models
Amazon Nova Pro
Latest foundational model from Amazon (more variations to be included)
Anthropic Claude Variations
Including Anthropic 3.5 Haiku, Anthropic 3.5 Sonnet, Sonar Large, and Sonar Huge
DeepSeek R1
An open-source AI language model from DeepSeek, known for advanced reasoning and cost-effective training.
Gemini
Google's advanced language model
OpenAI Models
Including GPT-4 and O1 with advanced reasoning capabilities
Perplexity Pro
Perplexity's advanced language model with enhanced capabilities
Ethical Frameworks
Our evaluation is based on established ethical principles
Rights-based Ethics
Rights-based Ethics prioritizes fundamental human rights.
Utilitarian Ethics
Utilitarian Ethics prioritizes outcomes for wider/maximum benefit over individual rights, privileges, or benefits.
Deontological Ethics
Deontological Ethics prioritizes rules-based law and order, hierarchy, and authority over decisions of an individual.
Virtue Ethics
Virtue Ethics prioritize moral character and virtues such as honesty, truthfulness, harmlessness, etc.
Our Approach
Shraddha evaluates LLMs through real-world ethical dilemmas across domains like politics, business, healthcare, and education. Each dilemma tests how LLMs respond based on different ethical theories including rights-based, utilitarian, deontological, and virtue ethics.
- Curate ethical dilemmas from real-world scenarios across various domains like business, healthcare, politics and education
- Create baseline responses for each dilemma based on different ethical frameworks - rights-based, utilitarian, deontological and virtue ethics
- Present standardized dilemmas to LLMs and analyze their responses
- Compare LLM responses against baseline ethical framework responses
- Identify patterns in ethical reasoning and measure alignment with different frameworks
- Continuously expand the evaluation framework with new dilemmas and ethical theories