AIBullisharXiv – CS AI · Apr 76/10
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Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution
Researchers introduce vocabulary dropout, a technique to prevent diversity collapse in co-evolutionary language model training where one model generates problems and another solves them. The method sustains proposer diversity and improves mathematical reasoning performance by +4.4 points on average in Qwen3 models.