Comprehension

Imagine a world in which artificial intelligence is entrusted with the highest moral responsibilities: sentencing criminals, allocating medical resources, and even mediating conflicts between nations. This might seem like the pinnacle of human progress: an entity unburdened by emotion, prejudice or inconsistency, making ethical decisions with impeccable precision. . . . 
Yet beneath this vision of an idealised moral arbiter lies a fundamental question: can a machine understand morality as humans do, or is it confined to a simulacrum of ethical reasoning? AI might replicate human decisions without improving on them, carrying forward the same biases, blind spots and cultural distortions from human moral judgment. In trying to emulate us, it might only reproduce our limitations, not transcend them. But there is a deeper concern. Moral judgment draws on intuition, historical awareness and context qualities that resist formalisation. Ethics may be so embedded in lived experience that any attempt to encode it into formal structures risks flattening its most essential features. If so, AI would merely reflect human shortcomings; it would strip morality of the very depth that makes ethical reflection possible in the first place.
Still, many have tried to formalise ethics, by treating certain moral claims not as conclusions, but as starting points. A classic example comes from utilitarianism, which often takes as a foundational axiom the principle that one should act to maximise overall wellbeing. From this, more specific principles can be derived, for example, that it is right to benefit the greatest number, or that actions should be judged by their consequences for total happiness. As computational resources increase, AI becomes increasingly well-suited to the task of starting from fixed ethical assumptions and reasoning through their implications in complex situations.
But, what exactly, does it mean to formalise something like ethics? The question is easier to grasp by looking at fields in which formal systems have long played a central role. Physics, for instance, has relied on formalisation for centuries. There is no single physical theory that explains everything. Instead, we have many physical theories, each designed to describe specific aspects of the Universe: from the behaviour of quarks and electrons to the motion of galaxies. These theories often diverge. Aristotelian physics, for instance, explained falling objects in terms of natural motion toward Earth’s centre; Newtonian mechanics replaced this with a universal force of gravity. These explanations are not just different; they are incompatible. Yet both share a common structure: they begin with basic postulates assumptions about motion, force or mass– and derive increasingly complex consequences. . . .
Ethical theories have a similar structure. Like physical theories, they attempt to describe a domain– in this case, the moral landscape. They aim to answer questions about which actions are right or wrong, and why. These theories also diverge, and even when they recommend similar actions, such as giving to charity, they justify them in different ways. Ethical theories also often begin with a small set of foundational principles or claims, from which they reason about more complex moral problems.

Question: 1

All of the following can reasonably be inferred from the passage EXCEPT:

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AI's ability to formalize ethics is debated, as reducing moral reasoning to fixed points may overlook essential human qualities.
Updated On: Jan 5, 2026
  • The appeal of an AI judge rests on immunity to bribery, partiality, and fatigue; yet the text questions whether procedural cleanliness amounts to moral understanding without lived context and interpretive depth.
  • By analogy with physics, compact postulates can yield broad predictions across incompatible theories and ethics can likewise share structure while continuing to diverge rather than close on a single comprehensive framework.
  • Encoding ethics into fixed structures risks stripping away intuition, history, and context and, if that occurs, the depth that enables reflective judgment disappears. So, machines would mirror our limits rather than exceed them.
  • With fixed moral starting points and expanding computational resources, the argument forecasts convergence on one ethical system and treats contextual judgment as unnecessary once formal reasoning scales across domains and cultures.
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The Correct Option is D

Approach Solution - 1

To solve this question, we need to identify which option cannot be reasonably inferred from the passage. The passage explores the potential of AI in moral decision-making and the limitations and concerns associated with formalizing ethics into AI systems.

  1. Option Analysis:

The appeal of an AI judge rests on immunity to bribery, partiality, and fatigue; yet the text questions whether procedural cleanliness amounts to moral understanding without lived context and interpretive depth.

  • Explanation: The passage discusses how AI, despite its potential for flawless execution, may lack true moral understanding because ethics involve intuition, historical context, and lived experiences. Thus, this inference aligns with the passage.

By analogy with physics, compact postulates can yield broad predictions across incompatible theories, and ethics can likewise share structure while continuing to diverge rather than close on a single comprehensive framework.

  • Explanation: The passage uses physics as an analogy to explain that, like differing physical theories, ethical frameworks also diverge despite having common structures. Hence, this inference is supported by the text.

Encoding ethics into fixed structures risks stripping away intuition, history, and context, and if that occurs, the depth that enables reflective judgment disappears. So, machines would mirror our limits rather than exceed them.

  • Explanation: The passage explicitly states that encoding ethics might flatten its essential features, thereby making AI replicate human limitations. This inference is directly drawn from the passage.

With fixed moral starting points and expanding computational resources, the argument forecasts convergence on one ethical system and treats contextual judgment as unnecessary once formal reasoning scales across domains and cultures.

  • Explanation: The passage does discuss starting with fixed moral axioms but does not suggest convergence on a single ethical system or that contextual judgment becomes unnecessary. The concern raised is about the inability to capture the depth of ethics, not about achieving convergence. Thus, this inference is not supported by the passage.
  1. Conclusion: After analyzing the options, the correct answer is

With fixed moral starting points and expanding computational resources, the argument forecasts convergence on one ethical system and treats contextual judgment as unnecessary once formal reasoning scales across domains and cultures.

  1. This option cannot be reasonably inferred from the given passage.
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Approach Solution -2

To determine the option that cannot be reasonably inferred from the passage, we need to analyze each provided option against the content and implications of the passage.

  1. The first option states, "The appeal of an AI judge rests on immunity to bribery, partiality, and fatigue; yet the text questions whether procedural cleanliness amounts to moral understanding without lived context and interpretive depth." The passage discusses AI making ethical decisions without human limitations but questions its ability to truly understand morality as humans do, emphasizing the importance of context and depth. This aligns with the option, making it a reasonable inference.

  2. The second option mentions, "By analogy with physics, compact postulates can yield broad predictions across incompatible theories and ethics can likewise share structure while continuing to diverge rather than close on a single comprehensive framework." The passage compares ethical theories with physical theories, highlighting that despite having common structures, both can diverge into different theories. Thus, this statement aligns with the text.

  3. The third option states, "Encoding ethics into fixed structures risks stripping away intuition, history, and context and, if that occurs, the depth that enables reflective judgment disappears. So, machines would mirror our limits rather than exceed them." The passage explicitly mentions the risk of encoding ethics into fixed structures, which could strip away essential qualities. Therefore, this inference is consistent with the passage.

  4. The incorrect option claims, "With fixed moral starting points and expanding computational resources, the argument forecasts convergence on one ethical system and treats contextual judgment as unnecessary once formal reasoning scales across domains and cultures." This statement suggests that AI could lead to a convergence on one ethical system, downplaying the role of context, which contradicts the passage's argument about the importance of context and the risk of AI merely mirroring human limitations. Hence, it is the correct answer for the "EXCEPT" question.

In conclusion, the correct answer is the fourth option because it incorrectly infers that AI's formal reasoning would lead to a single ethical framework and remove the need for contextual judgment, which goes against the passage's emphasis on the nuances and context needed for true ethical understanding.

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Question: 2

Which one of the options below best summarises the passage?

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The passage focuses on the limitations of AI's formalization in ethics, stressing its risks over benefits.
Updated On: Jan 5, 2026
  • The passage highlights administrative gains from automation. It treats reproducing human moral judgment as progress and argues that, as computational resources increase, AI can be responsible for decision-making across varied institutional settings.
  • The passage weighs the appeal of an impersonal AI judge against doubts about moral grasp. It warns that codification can erode case-sensitive judgment, allow axiom-led reasoning at scale, and use a physics analogy to model structured plurality.
  • The passage weighs the appeal of an impersonal AI judge against doubts about moral grasp. It claims codified schemes retain case nuance at scale and uses a physics analogy to predict convergence on a unified framework.
  • The passage rejects formal methods in principle. It holds that moral judgment cannot be expressed in disciplined terms and concludes that AI should not serve in courts, medicine, or diplomacy under any conditions.
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The Correct Option is B

Approach Solution - 1

The given passage explores the concept of artificial intelligence (AI) being used for high-stakes moral reasoning, like sentencing and resource allocation, and the potential pitfalls in this application. Let's analyze the passage step-by-step and determine which option best summarizes it.

  1. Initial Thoughts on AI as a Moral Arbiter: The passage begins by presenting a vision where AI performs critical moral judgments, showcasing its potential for unbiased decision-making. This sets the stage for a critical examination of whether AI can truly understand human morality.
  2. Limitations of AI in Understanding Human Morality: It highlights that while AI can simulate human ethical decisions, it might also perpetuate human biases and deficiencies, such as lack of intuition and historical context. This indicates that AI's ethical reasoning may lack the depth and nuance found in human moral judgment.
  3. Challenges of Formalizing Ethics in AI: The passage questions the ability to encode ethics into AI systems without losing the essential, nuanced aspects of morality that are context-dependent.
  4. Comparisons to Other Disciplines: The author draws a parallel between ethical and physical theories, where structured frameworks are applied but can diverge in their explanations despite common foundational principles.
  5. Conclusion on AI's Role in Ethical Decision Making: Ultimately, the passage warns against the oversimplification that comes from codifying moral judgment, which could lead to increased reliance on predefined axioms, potentially eroding case-sensitive human judgment.

Based on this analysis, the correct option is:

  • The passage weighs the appeal of an impersonal AI judge against doubts about moral grasp. It warns that codification can erode case-sensitive judgment, allow axiom-led reasoning at scale, and use a physics analogy to model structured plurality.

This option effectively captures the essence of the passage by acknowledging both the potential appeal and concerns regarding AI in moral decision-making, the risk of losing nuanced judgment, and the analogy to physics in structuring ethical theories.

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Approach Solution -2

The question asks us to summarize the passage provided. The passage discusses the role of AI in making ethical decisions and the possible implications of formalizing ethics into structured AI systems. Let's examine the choices to find the one that best encapsulates the passage's main theme.

  1. The passage begins by envisioning a world where AI handles moral responsibilities. It highlights the capabilities and limitations of AI in ethical decision-making.
    • Key point: AI replicates human decisions but may carry human shortcomings.
  2. It questions whether machines can understand morality as humans do, suggesting AI might not surpass human limitations.
    • Key point: Moral judgments are complex and deeply embedded in lived experience, which are challenging to formalize.
  3. Formalizing ethics is compared to physics' approach, where systems have foundational assumptions but yield different results.
    • Key point: Ethics, like physics, begins with foundational principles to tackle complex issues.

Analyzing each option:

  • Option A: Talks about administrative gains and argues AI as responsible decision-makers in varied settings.
    • This is inaccurate as the passage is more concerned with moral judgments rather than administrative gains.
  • Option B: Weighs AI as a judge against doubts of moral grasp, warns codification erodes judgment, allows axiom reasoning, uses a physics analogy.
    • This accurately reflects the passage's content about AI capability issues and formalization risks.
  • Option C: Similar to Option B, but posits codified systems retain case nuances.
    • This option incorrectly suggests formalized systems maintain nuances, unlike the passage.
  • Option D: Rejects formal methods, argues AI should not serve in critical roles.
    • While the passage is critical, it does not outright reject AI's use in courts or diplomacy.

Conclusion: Based on the above analysis, Option B is the correct choice as it best summarizes the passage by describing AI's appeal against its moral limitations and the risks of codifying ethics.

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Question: 3

The passage compares ethics to physics, where different theories apply to different aspects of a domain and says AI can reason from fixed starting points in complex cases. Which one of the assumptions below must hold for that comparison to guide practice?

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In AI-driven decision-making, selecting the appropriate ethical framework is essential for ensuring accurate recommendations.
Updated On: Jan 5, 2026
  • Real cases never straddle different areas, so a case always fits exactly one framework without any overlap whatsoever.
  • Once formalised, all ethical frameworks yield the same recommendation in every case, so selection among them is unnecessary.
  • A single master framework replaces all others after translation into one code, so domain boundaries disappear in application.
  • There is a principled way to decide which ethical framework applies to which class of cases, so the system can select the relevant starting points before deriving a recommendation.
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The Correct Option is D

Approach Solution - 1

The passage compares the field of ethics to physics, suggesting that, like physics, different ethical theories can apply to different aspects of a domain. In this context, the correct assumption for artificial intelligence to utilize this analogy effectively in practice is: "There is a principled way to decide which ethical framework applies to which class of cases, so the system can select the relevant starting points before deriving a recommendation."

Let's break down the solution step-by-step:

  1. The passage discusses the role of artificial intelligence (AI) in making ethical decisions by reasoning from fixed starting points in complex cases.
  2. It compares ethics to physics, where various theories apply to different scenarios, each with its own foundational postulates.
  3. The key issue is how AI can determine which ethical framework or theory applies to a specific real-world situation.
  4. For effective AI decision-making, it must be able to select the correct ethical framework to apply before making recommendations or conclusions.
  5. The assumption that supports this requirement is that there is a principled mechanism to decide which ethical framework pertains to which class of cases.

Examining the other assumptions:

  • Real cases never straddle different areas...: This is unrealistic as many real-world situations may overlap multiple ethical frameworks.
  • Once formalised, all ethical frameworks yield the same recommendation...: This negates the need for multiple frameworks, which is contrary to the passage’s point on multiple theories.
  • A single master framework replaces all others...: Similar to the previous, this wouldn't support the idea of selecting from different frameworks.

Thus, the most plausible assumption is that AI navigates through the complex ethical landscape by deciding which ethical framework is relevant to the given case, aligning with the correct answer option.

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Approach Solution -2

To determine the correct assumption that must hold for the given passage comparing ethics to physics, let us analyze the context and reasoning provided in the text.

The passage outlines the idea that AI can formalize ethical frameworks and reason from fixed starting points, much like physics theories describe different aspects of the universe. This leads us to explore the assumptions given in this context:

  1. Real cases never straddle different areas, so a case always fits exactly one framework without any overlap whatsoever: This assumption suggests that ethical scenarios do not span across multiple contexts, which is unrealistic as ethical situations often involve multifaceted issues.
  2. Once formalized, all ethical frameworks yield the same recommendation in every case, so selection among them is unnecessary: Ethical frameworks do not always yield the same results; they often provide different perspectives and conclusions depending on the foundational principles.
  3. A single master framework replaces all others after translation into one code, so domain boundaries disappear in application: This assumption ignores the diversity and richness of ethical theories and oversimplifies ethical reasoning.
  4. There is a principled way to decide which ethical framework applies to which class of cases, so the system can select the relevant starting points before deriving a recommendation: This assumption aligns with the text by acknowledging that different frameworks apply to different situations and that selecting the appropriate starting principles is crucial for AI to function properly in ethical reasoning, similar to how physics employs various theories for different phenomena.

Given this analysis, the correct assumption is: There is a principled way to decide which ethical framework applies to which class of cases, so the system can select the relevant starting points before deriving a recommendation. This assumption enables the comparison to be practical, as it allows AI to use the most suitable ethical framework based on the nature of each case, akin to how different physical theories are applied in physics.

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Question: 4

Choose the one option below that comes closest to being the opposite of “utilitarianism”.

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Utilitarianism focuses on maximizing total welfare, while priorititarianism emphasizes benefiting the worst-off.
Updated On: Jan 5, 2026
  • The committee adopted a non-egoist framework, ranking policies by their contribution to overall social welfare and treating self-interest as a derivative concern within institutional evaluation.
  • The council followed a priorititarian approach, assigning greater moral weight to improvements for the worst-off rather than to maximising total welfare across the affected population.
  • The authors advocated an absolutist stance, following exceptionless rules regardless of outcomes and evaluating choices by broadest societal benefit.
  • The policy was cast as deontological ethics, selecting the option that delivered the highest total benefit to citizens while presenting duty as a secondary consideration in public decision-making.
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The Correct Option is B

Approach Solution - 1

To determine the option that represents the opposite of "utilitarianism," we first need to understand what utilitarianism entails. The principle of utilitarianism is based on maximizing overall happiness or well-being. It prioritizes actions that result in the greatest good for the greatest number of people.

Now, let's evaluate each option to find which one contradicts this principle:

  1. The committee adopted a non-egoist framework: Here, policies are ranked by their contribution to overall social welfare rather than individual self-interest. This aligns with utilitarian principles as it focuses on the broader social good.
  2. The council followed a priorititarian approach: This approach emphasizes improvements for the worst-off rather than maximizing total welfare for the entire population. Unlike utilitarianism, which seeks to maximize total welfare regardless of the distribution, priorititarianism gives more moral significance to benefits for the less advantaged, which deviates from strict utilitarian calculation. This is a stark contrast to utilitarianism, making it the correct choice for its opposite.
  3. The authors advocated an absolutist stance: Absolutism involves following strict rules without consideration for the outcomes, focusing instead on adherence to principles. While this is different from utilitarianism, it does not oppose it as directly as priorititarianism does.
  4. The policy was cast as deontological ethics: Deontological ethics focus on duty and rules rather than the outcomes of actions. It is different from utilitarianism's outcome-based evaluation, but it isn't the most direct opposite compared to priorititarianism.

Therefore, the option that most closely represents the opposite of utilitarianism is:

The council followed a priorititarian approach, assigning greater moral weight to improvements for the worst-off rather than to maximizing total welfare across the affected population.

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Approach Solution -2

The question asks us to find the option that is the opposite of "utilitarianism". To answer this, we need to understand what utilitarianism is:

Utilitarianism: It is an ethical theory that suggests that the best action is the one that maximizes overall "utility" or "well-being". It emphasizes the outcomes or consequences of actions, and the greater good for the greatest number of people.

Now, let's look at each of the given options to determine which one is the opposite:

  1. Non-egoist framework: This approach considers overall social welfare and treats self-interest as secondary. This is similar to utilitarianism since it considers the overall welfare.
  2. Prioritarian approach: This approach assigns greater importance to improving the condition of the worst-off, rather than maximizing total welfare. This conflicts with utilitarianism because it does not focus on the greatest good for the greatest number, but rather prioritizes those who are worst-off, making it the opposite of utilitarianism.
  3. Absolutist stance: This involves following exceptionless rules without regard to outcomes. This is indeed opposed to utilitarianism, but the option describes a focus on societal benefit, which also aligns with utilitarian principles in terms of outcomes.
  4. Deontological ethics: This emphasizes duty over consequences, so it could be opposite to utilitarianism. However, in the context of this option, the focus appears to be on maximizing total benefits, which ties back to utilitarian outcomes.

Given these considerations, the correct answer is the Prioritarian approach. It focuses on improving the condition of the worst-off, not on maximizing total welfare, which is distinctly different from utilitarianism. Therefore, it is the closest option to being opposite to utilitarianism.

Conclusion: The council followed a priorititarian approach, assigning greater moral weight to improvements for the worst-off rather than to maximising total welfare across the affected population.

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