Where You Inject Diversity Matters: A Unified Framework for Diverse Generation

In three linesUnified framework characterizing test-time diverse generation methods by diversity source and transmission score. Authors propose specification-level injection: generating diverse intermediate specifications then conditioning on them. Improves output diversity across 5 open-ended tasks and 4 backbone models while maintaining quality. Key factors: source diversity and source-to-output transmission.

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