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Chenggang Li

2 accepted papers

2026

Unveiling Downstream Performance Scaling of LLMs: A Clustering-Based Perspective

ICLR 2026poster

The escalating scale and cost of Large Language Models (LLMs) training necessitate accurate pre-training prediction of downstream task performance for efficient resource allocation. This is challenged by: 1) the emergence phenomenon, where unpredictable capabilities appearing suddenly at critical mo…

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