Papers with Code
Community-indexed papers tied to code repositories, leaderboards, and task datasets.
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- Pricing
- Free community resource; API terms vary
- Platforms
- Web
- Regions / languages
- English-first with global contributor base
- Last verified
- 2026-05-03
What is Papers with Code?
Papers with Code links machine learning papers to official and community implementations, benchmark numbers, and task taxonomies.
Leaderboards drift as methods age—always check commit dates and whether metrics match your hardware regime.
Key features of Papers with Code
- Task-centric navigation across thousands of leaderboards
- Repository links with stars and last commit signals
- Paper-to-code traceability for replication studies
- Supports Web usage
Pros of Papers with Code
- Saves hours hunting GitHub URLs scattered in PDF footnotes
- Helps teaching teams point students to runnable baselines
- Strong fit for ml engineers picking baselines before training
Cons of Papers with Code
- Community submissions can lag or mislabel implementations
- Not every SOTA claim is independently verified
- May not fit qualitative social science reviews without code artifacts
Typical Papers with Code workflows
- Locate task leaderboard
- Compare top three methods
- Open linked repos
- Pin commit hashes in lab notes
Practical tips for Papers with Code
- Re-run evaluation scripts on your own GPUs before trusting ranks
- Watch for dataset version drift when comparing years-old rows
- Start with the workflow "Locate task leaderboard" for faster onboarding
Who Papers with Code is for
- ML engineers picking baselines before training
- Course staff curating reproducible homework
- Teams that need consistent office workflow output quality
Who Papers with Code is not for
- Qualitative social science reviews without code artifacts
- Organizations requiring strict constraints beyond Papers with Code default operating model
Papers with Code FAQs
- Does Papers with Code host datasets?
- It links out. Follow dataset cards to the canonical hosting site and license.
- Can I trust leaderboard order for procurement?
- Treat leaderboards as starting points. Your data distribution and latency budgets may reorder winners.
Tools similar to Papers with Code
- Semantic Scholar — AI-assisted literature search with citation graphs, paper alerts, and PDF access where licensed.
- Connected Papers — Seed-paper graph explorer showing prior and derivative work as an interactive similarity map.
- Elicit — Tabular extraction and screening workflows over academic PDFs with human-in-the-loop review.