AIBullisharXiv – CS AI · 14h ago7/10
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Pioneer Agent: Continual Improvement of Small Language Models in Production
Researchers introduce Pioneer Agent, an automated system that continuously improves small language models in production by diagnosing failures, curating training data, and retraining under regression constraints. The system demonstrates significant performance gains across benchmarks, with real-world deployments achieving improvements from 84.9% to 99.3% in intent classification.