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To measure performance throughout development, evaluate the model across a wide range of benchmark suites. Automated Academic Benchmarks

Utilize SwiGLU (Swish Gated Linear Unit) in the FFN layers instead of ReLU or GELU to improve gradient flow and representation capacity. 2. Data Pipeline: Pipeline Curation & Tokenization build large language model from scratch pdf