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snapshot 2026-05-19 (initial v1.0.0)

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  license: cc-by-4.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  license: cc-by-4.0
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+ language:
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+ - en
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+ pretty_name: codeofpaper — paper ↔ code graph
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+ size_categories:
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+ - 100K<n<1M
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+ tags:
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+ - papers-with-code
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+ - reproducibility
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+ - github
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+ - arxiv
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+ - research-software
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+ configs:
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+ - config_name: papers
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+ data_files: papers.parquet
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+ - config_name: repositories
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+ data_files: repositories.parquet
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+ - config_name: paper_repositories
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+ data_files: paper_repositories.parquet
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+ - config_name: repository_forks
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+ data_files: repository_forks.parquet
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  ---
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+
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+ # codeofpaper — paper ↔ code graph
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+
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+ A high-precision dataset linking research papers (arXiv, OpenReview) to their
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+ **official** and **high-confidence community** GitHub implementations, plus
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+ the full fork lineage for those repositories. Built by the
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+ [codeofpaper](https://codeofpaper.com) project as a community successor to
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+ the discontinued Papers with Code.
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+
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+ **Snapshot date:** 2026-05-19
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+ **Schema version:** 1.0.0
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+ **License:** CC-BY-4.0 (metadata aggregation + derived tier labels).
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+ Underlying paper texts and repository code remain under their own licenses;
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+ this dataset only ships identifiers, URLs, and structured metadata.
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+
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+ ## What's different from Papers with Code
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+
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+ - **Tiered repo links** — every edge is classified as `official` or
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+ `high_confidence_community` by a reproducible, open classifier (see
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+ [tier_evidence](https://github.com/isagelswann/codeofpaper/blob/main/docs/features/PHASE_0C_SPOT_CHECK.md)
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+ for the rubric). Lower-confidence edges (`possible_match`) are intentionally
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+ excluded from the published snapshot.
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+ - **Fork lineage** — `repository_forks` covers ~1.5M fork edges across ~89k
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+ parent repos, enabling research-fork discovery (hardware ports, quantization
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+ variants, lab extensions) that PWC never surfaced.
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+ - **Engineering metadata** — `repositories.framework`, `license_spdx`,
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+ `engineering_fields_evidence` (JSONB) carry the signals our tier classifier
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+ consumes.
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+
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+ ## Files
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+
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+ | File | Rows | Description |
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+ |------|------|-------------|
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+ | `papers.parquet` | 244,180 | Paper metadata (arXiv / OpenReview / DOI). |
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+ | `repositories.parquet` | 59,296 | Non-blocklisted GitHub repos linked to at least one paper. |
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+ | `paper_repositories.parquet` | 62,634 | Confident-tier edges only (`official` ∪ `high_confidence_community`). |
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+ | `repository_forks.parquet` | 543,340 | Fork lineage for parents in `repositories.parquet`. |
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+
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+ ## Schema notes
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+
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+ - All `*_evidence`, `languages`, and other JSONB columns are serialized as
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+ compact JSON strings (parquet doesn't natively map nested types well across
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+ loaders). Parse with `json.loads()` in Python.
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+ - `paper_repositories.tier_evidence` documents *why* the classifier assigned a
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+ tier — useful for auditing or retraining your own classifier.
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+ - A 90-day cutoff on `papers.published_date` is applied. The most recent
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+ papers (and their newly-linked repos) intentionally aren't in this snapshot.
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+
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+ ## Quickstart
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ papers = load_dataset("codeofpaper/paper-code-graph", name="papers", split="train")
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+ repos = load_dataset("codeofpaper/paper-code-graph", name="repositories", split="train")
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+ links = load_dataset("codeofpaper/paper-code-graph", name="paper_repositories", split="train")
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+ forks = load_dataset("codeofpaper/paper-code-graph", name="repository_forks", split="train")
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+
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+ # Find the official implementation for a paper
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+ import polars as pl
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+ df_links = pl.from_arrow(links.data.table)
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+ df_repos = pl.from_arrow(repos.data.table)
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+ (df_links.filter(pl.col("tier") == "official")
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+ .join(df_repos, left_on="repository_id", right_on="id")
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+ .select(["paper_id", "full_name", "stars", "framework"]))
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+ ```
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+
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+ ## Refresh cadence
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+
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+ Republished monthly. Production data updates daily on
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+ [codeofpaper.com](https://codeofpaper.com), but the public snapshot ships
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+ on a 90-day delay to avoid freshness contracts.
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite:
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+
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+ ```bibtex
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+ @misc{codeofpaper_2026,
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+ title = {codeofpaper: paper-code graph},
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+ author = {codeofpaper contributors},
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+ year = {2026},
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+ url = {https://huggingface.co/datasets/codeofpaper/paper-code-graph},
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+ }
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+ ```
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+
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+ ## Source code & methodology
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+
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+ - Repo: <https://github.com/isagelswann/codeofpaper>
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+ - Tier classifier rubric: `docs/features/PHASE_0C_SPOT_CHECK.md`
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+ - Dataset build script: `scripts/dataset/build_hf_snapshot.py`
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+ - Git SHA at build time: `b7ae3a7eace01038093aff1918b9c09754dd088a`
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+ "schema_version": "1.0.0",
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+ "cutoff_days": 90,
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+ "counts": {
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+ "papers": 244180,
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+ "repositories": 59296,
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+ "paper_repositories": 62634,
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+ "repository_forks": 543340
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+ }
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+ }
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