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Language Modeling on TinyLlama 1.1B (test)

54.15PerplexityDonor
-24.4604506.15981,036.781,567.4002Jan 20, 2026

Evaluation results

MethodLinks
DonorModel=TinyLlama (1.1B), Trainable %=18.0%2026.0154.158.1—
LoRAModel=TinyLlama (1.1B), Trainable %=0.41%2026.01460.41116.514.4
Full fine-tuneModel=TinyLlama (1.1B), Trainable %=100%2026.01788.36104.812.9
Top-KModel=TinyLlama (1.1B), Trainable %=18.0%2026.011,157.8341.35.1
Zero-shotModel=TinyLlama (1.1B), Trainable %=0%2026.011,493.16——
IA3Model=TinyLlama (1.1B), Trainable %=0.01%2026.012,019.418610.6