Data Party THU
Oct 24, 2025 · Artificial Intelligence
How 78 Samples Outperform 10,000: The LIMI Breakthrough in Agent AI
The paper introduces the LIMI framework, which achieves state‑of‑the‑art agent performance on AgencyBench using only 78 carefully crafted samples—outperforming baseline models trained on thousands of examples—by focusing on high‑quality, strategic data construction and demonstrating superior generalization across code, research, and tool‑use tasks.
AgencyBenchData EfficiencyFew‑Shot Learning
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