UPSC Mains 2026 GS4 Q1a: model answer
Owing to paucity of time, a university professor generates a Ph.D. evaluation report using Artificial Intelligence and submits it with some modifications. Discuss this from the perspective of accountability and integrity.
What the question wants
Judge the professor's act on two values: accountability (answerability for a delegated public duty) and integrity (honesty, consistency between role and act).
How to structure it
Intro: what an examiner owes. Body: accountability failures; integrity failures; what would be acceptable AI use. Conclusion.
- 1Accountability failures
- 2Integrity failures
- 3What would be acceptable AI use
Model answer
A Ph.D. examiner holds a position of trust: the candidate's years of work, the university's degree and public confidence in research all depend on an honest, personal judgement.
Accountability
- The duty was assigned to him, not to a tool. Signing an AI-written report passes off machine output as his own assessment.
- If the report is wrong or generic, who answers? He cannot explain reasoning he did not do.
- Uploading an unpublished thesis to a public AI tool may breach confidentiality and data rules.
Integrity
- It is a form of academic dishonesty, the same thing he would penalise in a student.
- Lack of time is a reason to decline or seek an extension, not to cut corners.
- It erodes trust in the degree for all other scholars.
Acceptable use: AI for checking language or references, disclosed openly, with the evaluation itself done by him.
Technology can assist judgement; it cannot replace the person who is answerable for it.
Keywords, cases and data to drop in
accountability integrity academic honesty confidentiality disclosure
Where most answers lose marks
- Calling all AI use unethical
- Ignoring confidentiality of the thesis
Fresh examples from current affairs

Supreme Court: no prior approval under Section 17A needed to probe a bribe demand
In a judgment of 16 October 2026, a Supreme Court Bench of Justices S.V.N. Bhatti and N.V. Anjaria held that investigating a bribe demand by a public servant does not need prior approval under Section 17A of the Prevention of Corruption Act. Asking for a bribe, the court said, is not part of discharging official duties.
UPSC angle: Prelims: Sections 7, 7A, 17A and 19 of the PC Act. · Mains GS-II/GS-IV: honest officers versus accountability.
19 Oct 2026Learn the concept
Question text as printed in the official UPSC question paper: https://www.upsc.gov.in/sites/default/files/QP-CSM-26-010926-GENERAL-STUDIES-PAPER-IV.pdf The model answer is original Battle IAS work; use it to learn structure, not to memorise.