code-replication
Code Replication
Reproduce results from a research paper with methodical documentation.
Replication Protocol
Phase 1 — Paper Audit
Before writing any code:
- Extract every hyperparameter mentioned in the paper and appendix.
- Note any details that are ambiguous or missing.
- Check for an official codebase (GitHub, project page, supplementary materials).
- Identify the exact dataset split, preprocessing steps, and evaluation protocol.
Document findings in a replication-notes.md file.
Phase 2 — Environment Setup
- Record exact package versions (use
pip freezeorconda env export). - Prefer the same framework the paper used when possible.
- Use a fixed random seed for all experiments. Document it.
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