# Evaluation The selected model was evaluated against its published Base source using frozen packed validation/test data plus completion and FIM slices. | Metric | Published Base loss | Coder-Base loss | Relative change | |---|---:|---:|---:| | Packed validation | 2.572834 | 1.488147 | -42.16% | | Packed test | 2.604606 | 1.798295 | -30.96% | | Completion validation | 2.286497 | 1.521212 | -33.47% | | FIM validation | 2.408383 | 1.394937 | -42.08% | All four frozen loss metrics improved. These tests measure a narrow local code corpus and do not establish correctness on HumanEval, MBPP, repository-level work, security tasks, or long-context generation.