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Language generation can produce plausible claims without evidence, especially when context is missing, conflicting, or misunderstood. Retrieved text and citations can also be incorrect.
Use reliable authorized sources, explicit evidence requirements, supported-claim checks, and an insufficient-evidence path. Evaluate retrieval misses separately from answers that contradict available evidence.
Lower temperature can reduce sampling variability where supported, but it does not turn a wrong answer into a true one. Requiring a citation is useful only if the cited passage exists and supports the claim.
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