AIBullisharXiv – CS AI · 5d ago7/10
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EvoPool: Evolutionary Programmatic Annotation for Label-Efficient Specialized Supervision
EvoPool is an evolutionary multi-agent framework that generates specialized annotation code to label training data more efficiently than LLMs for domain-specific tasks. The system operates 4,500-31,000x faster than LLM annotation while achieving superior performance across biomedical, legal, and reasoning tasks, with improvements up to +0.301 macro-F1 on specialized benchmarks.