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arXiv1d ago
4.6

Revealing the Learning Dynamics of Long-Context Continual Pre-training

Yupu Liang, Shuang Chen, Guanwei Zhang, Shaolei Wang, Suncong Zheng

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Analysis

Viral velocity
low
Implementation gapYES
Novelty6/10
Categorypaper
Topics
traininginference

Opportunity Brief

Develop a set of 'learning dynamics' visualization tools for long-context training, allowing developers to see training quality beyond just validation loss.

Suggested repo: context-viz

"Peek inside the mind of your long-context model during training."

Estimated effort: 60h