Guide-linked quiz · Medium Level

Question Answering Quiz

Review extractive and generative QA, external evidence, retrieval grounding, answer boundaries, abstention, overlap evaluation, and paraphrase tests.

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Question 1 of 8

What does an extractive question answering system do?

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  1. What does an extractive question answering system do?
    • Selects the exact span of text in a passage that answers the question
    • Writes a brand-new answer in its own words
    • Translates the question into another language
    • Ranks web pages by popularity
  2. What evidence-access distinction separates closed-book QA from an open-book QA setting?
    • Open-book systems are forbidden to read documents
    • Closed-book systems must always be more accurate
    • Closed-book uses model parameters without external lookup; open-book can use supplied or retrieved documents
    • Open-book systems cannot include a language model
  3. How can retrieval-augmented generation support a QA answer?
    • By guaranteeing every retrieved passage is correct
    • By eliminating the need to interpret any passage
    • By automatically proving every output claim true
    • By providing retrieved passages as evidence for generation
  4. Which boundary scores can an extractive QA head produce when selecting an answer span?
    • Only a translation score for French output
    • Scores for possible answer-start and answer-end positions
    • Only a grammatical noun-or-verb label
    • Only the alphabetical rank of each word
  5. What is a sign of a well-designed QA system when the passage lacks the answer?
    • It invents a plausible-sounding answer anyway
    • It returns the entire passage
    • It recognizes the question is unanswerable and says so
    • It crashes
  6. How does generative QA differ from requiring an extractive source span?
    • It produces answer text rather than requiring an exact span from the passage
    • It is restricted to one yes-or-no label in every task
    • It never outputs any words present in a source
    • It must output only a highlighted passage boundary
  7. In SQuAD-style QA evaluation, what can token-overlap F1 provide that exact match alone does not?
    • Proof that every claimed fact is true
    • Partial credit for answer words overlapping a reference
    • A guarantee that no answer was copied
    • The measured power usage of a server
  8. Why evaluate a QA system on paraphrased questions that preserve the intended meaning?
    • To guarantee that every new paraphrase has a different answer
    • To remove all passage evidence from every evaluation
    • To replace answer quality with filename length
    • To test sensitivity to changes in question wording

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