Does removing duplicate text eliminate memorization?
No. Deduplication can reduce repeated exposure, but a model may still memorize some unique or sensitive passages. Other data and evaluation controls remain relevant.
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More FAQs in Why must raw internet data be cleaned before training an AI model?
No. Many false statements look structurally identical to accurate ones. Cleaning improves dataset properties but does not provide comprehensive fact-checking of every retained passage.
Rejected samples can reveal unintended losses, such as valid code, minority-language text, or informal conversation. Reviewing them helps detect filters that narrow useful coverage.
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