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Іноземна мова за професійним спрямуванням, частина 3

Іноземна мова за професійним спрямуванням, частина 3

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Which scenario demonstrates competence?

D) Ignoring methodological training to save time

A) Using a complex algorithm without understanding its assumptions

C) Avoiding all new methods to minimise risks

B) Learning a new machine-learning technique properly before applying it

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Which situation best illustrates non-discrimination in research?

B) Testing an algorithm exclusively on one dominant user group

D) Intentionally including diverse user groups in usability studies

C) Ignoring how disabled users interact with the system

A) Designing an interface only for advanced users

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Which example reflects social responsibility in AI research?

D) Restricting research topics to avoid public discussion

C) Evaluating how a generative model might be misused for misinformation before publication

A) Releasing a powerful deepfake model without any risk analysis

B) Focusing only on technical accuracy, ignoring social impact

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Which action best reflects carefulness as described in the text?

C) Relying on undocumented third-party scripts

A) Thoroughly testing a system for security vulnerabilities before deployment

B) Ignoring warnings about weak encryption

D) Uploading raw identifiers to an open cloud folder

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Which situation demonstrates integrity in research practice?

C) Avoiding any mention of dataset size in the methodology

B) Revising the paper to state clearly that only a subset of the dataset was used

A) Claiming to test on an entire dataset but actually using a small subset

D) Excluding “difficult” cases to improve reported accuracy

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Which example best illustrates objectivity?

D) Disclosing that a facial recognition system performs poorly for certain groups

C) Reporting only average accuracy without subgroup analysis

B) Ignoring performance differences across demographic groups

A) Selecting only data that confirms the original hypothesis

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Which scenario demonstrates honesty in reporting results?

C) Clearly stating that performance decreased after including previously omitted data

B) Presenting only the best-performing subset of experiments

A) Hiding data points that reduce model accuracy

D) Adjusting evaluation metrics so that results look more impressive

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Publishing code in a public repository so that others can test and improve it is an example of:

D) non-discrimination

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Which situation represents a violation of confidentiality?

B) Sharing only aggregated statistics with collaborators

C) Deleting raw identifiers after anonymisation

A) Storing anonymised logs for later analysis

D) Keeping unencrypted user identifiers in a shared spreadsheet

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Responsible mentoring in research teams primarily involves:

A) asking students to do unpaid commercial work

B) promoting the welfare and competence of junior researchers

D) avoiding discussions about ethical issues with students

C) ensuring that only the mentor’s name appears on publications

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