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Pith Integrity automated scientific verification

What automated verification finds.

Every finding on this page was produced by a versioned detector, signed with the Pith Ed25519 key, and emitted to the paper's Open Graph Bundle. No human curates this feed. The resolver decides.

About the integrity layer · Protocol · Event schema

47942Papers checked
7733Findings
2460Critical
5273Advisory
2994Affected papers
8Detectors

Filters

Severity All Critical Advisory

Showing latest 72 findings; use filters for narrower slices.

advisory doi_compliance recoverable identifier · ref #1
DOI in the printed bibliography is fragmented by whitespace or line breaks. A longer candidate (10.61955/hfydjhAhmad) was visible in the surrounding text but could not be confirmed against doi.org as printed.
Evidence text
Agu, C. (2018). International collaborations and partnerships in Nigerian universities. Journal of Higher Education in Africa , 16(2), 125-140. Ahmad, M. (2022). Mapping Research Productivity of BRICS Countries with Special Reference to Coronary Artery Disease (CAD): A Scientometric Study [Annamalai University]. http://hdl.handle.net/10603/460776 Ahmad, M., & Batcha, M. S. (2019). Scholarly...
10.61955/hfydjhAhmad
advisory citation_quote_validity unsupported attribution · ref #34
Citing paper attributes a specific factual claim to reference [34], which resolves to arXiv:2110.14168. The claim's distinctive tokens have only 10% overlap with any chunk of the cited paper's stored text (threshold for unsupported is 15%). The attribution could not be verified against the cited work.
Evidence text
K. Cobbe, V . Kosaraju, M. Bavarian, M. Chen, H. Jun, L. Kaiser, M. Plappert, J. Tworek, J. Hilton, R. Nakano, C. Hesse, and J. Schulman. “Training Verifiers to Solve Math Word Problems”. In:arXiv preprint arXiv.2110.14168 (2021)
arXiv:2110.14168
advisory external_links dead url
URL 'https://louisabraham.github' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://aws.amazon' returned status transport error (transport error: [Errno -5] No address associated with hostname) at last check.
advisory external_links dead url
URL 'https://thenewstack' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://assetstore.unity' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://docs.docker' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'http://arxiv.org/abs/2402' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://github' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://huggingface' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://huggingface' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://europe.iza-structure.org/IZA-SC/material_tm' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://docs.vaisala.com/v/u/B211207EN-K/en-US' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://unitesi.unipv.it/handle/20.500.14239/28881' returned status transport error (transport error: _ssl.c:993: The handshake operation timed out) at last check.
advisory external_links dead url
URL 'https://america.iza-structure.org/IZA-SC/material_tm' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.digitalslides.co.uk/product-' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/1804' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/1902' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'http://arxiv.org/abs/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.ntia.gov/report/2023/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.icao' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://quicksearch.dla.mil/qsDocDetails' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.gps.gov/interface-' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://docdb.cept.org/document/279' returned status transport error (transport error: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1010)) at last check.
advisory external_links dead url
URL 'https://www' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://www.nationalacademies.org/news/2024/04/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.mckinsey.com/featured-insights/' returned status transport error (unexpected: TimeoutError: The read operation timed out) at last check.
advisory external_links dead url
URL 'https://www.nasa' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://www.ellenmacarthurfoundation' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://indico.esa.int/event/450/' returned status 400 (BAD REQUEST) at last check.
advisory external_links dead url
URL 'http://link.springer' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://eur-lex.europa.eu/legal-content/EN/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://ualresearchonline.arts' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://youtu' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/1612' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/2604' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.mindspore' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://proceedings.mlsys.org/paper_files/paper/2025/file/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://proceedings.neurips.cc/paper_files/paper/2025/file/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://proceedings.mlsys.org/paper_files/paper/2024/file/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://huggingface' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://www.cerema.fr/system/files/documents/2020/10/boussoleresilience-' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://doi' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://surface' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://biomedical-engineering-online.biome' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://www' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'http://arxiv.org/abs/2412' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://transformer-' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://onlinelibrary' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://papers.nips.cc/paper' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://transformer-circuits' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/2505' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/2601' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv.org/abs/2310' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://www.transportation' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://www.autodl' returned status transport error (transport error: [Errno -2] Name or service not known) at last check.
advisory external_links dead url
URL 'https://gitlab.cern.ch/hgutierr/color_gg_ttggg_hls/-/releases/paper-v1.0' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://gitlab.cern.ch/hgutierr/epem_mupmum_fixed_hls/-/releases/paper-v1.0' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://doi' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.
advisory external_links dead url
URL 'https://gitlab.cern.ch/hgutierr/color_gg_ttgg_hls/-/releases/paper-v1.0' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://docs.amd.com/r/en-US/ug1289-' returned status 404 (no detail) at last check.
advisory external_links dead url
URL 'https://docs.amd.com/r/en-' returned status 404 (no detail) at last check.
advisory external_links dead url
URL 'https://gitlab.cern.ch/hgutierr/color_gg_ttg_hls/-/releases/paper-v1.0' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'http://kurucz.harvard.edu/atoms/3900/gf3900' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'http://kurucz.harvard.edu/atoms/3901/gf3901' returned status 404 (Not Found) at last check.
advisory external_links dead url
URL 'https://arxiv' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.

How this works

Pith runs 8 detectors on the corpus: DOI/arXiv compliance, identifier-title agreement, AI meta-comment regex, external link availability, citation-to-quotation validity, and 40-token shingle duplication. Each finding is keyed by a stable evidence hash, signed, and emitted to the paper's Pith Number Open Graph Bundle as a pith.integrity.v1 event.

Public findings use one of three verdict classes: incontrovertible, cross_source, or threshold_with_margin. Read the integrity protocol for exact detector contracts and evidence schemas.