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News/Progress-Aware Distillation for Mitigating Stagnation in Small Language Model Agents
arxiv
PublishedOctober 15, 2026 at 4:00 AM

Progress-Aware Distillation for Mitigating Stagnation in Small Language Model Agents

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arXiv:2610.19439v1 Announce Type: new Abstract: While LLM-based agent systems have demonstrated remarkable proficiency in reasoning and solving complex real-world tasks, they also come with substantial token consumption and inference latency, limiting their practical deployment. To enhance the effic

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