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Home/Authors/Kerui Peng

Kerui Peng

1 indexed paper

Recent (6 mo)
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Publications per year

1
26

Top categories

NLP×1AI×1

Frequent co-authors

Feifei Li1×
Xingyu Fan1×
Wenhui Que1×

Research Timeline

2026
Semantic Flow Regularization: Teaching LLMs to Generate Diverse Yet Coherent Responses

The paper introduces Semantic Flow Regularization (SFR), an auxiliary objective that significantly improves the diversity and quality of LLM responses when fine-tuned for specific styles or personas, without increasing deployment cost.

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Papers

cs.CLcs.AIRecentMay 27, 2026

Semantic Flow Regularization: Teaching LLMs to Generate Diverse Yet Coherent Responses

Kerui Peng, Feifei Li, Xingyu Fan, Wenhui Que

The paper introduces Semantic Flow Regularization (SFR), an auxiliary objective that significantly improves the diversity and quality of LLM responses when fine-tuned for specific styles or personas,…

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