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data bias 1generation diversity 1large language models 1mode collapse 1prompt engineering 1

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most citedVerbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

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cs.CL2026★ 2 cited

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Jiayi Zhang, Simon Yu, Derek Chong +4

The paper identifies typicality bias in preference data as a key cause of mode collapse in aligned large language models and introduces Verbalized Sampling, a training‑free prompti…