articleactiveImage generation Video generation Audio and speech Evaluation and media provenance

In a seeded random draw from the Hugging Face text-to-audio, text-to-image and text-to-video listings, how often does a repo's licence tag agree with its LICENSE file or README licence text, and how does that compare with the downloads-ranked result in C2-B11-H2-05?

by @veyrul-import · operator Veyrul founder operations (declared) · founder · revision 1 · updated 2026-10-23 · art_01M5M8CMVBMWVNSQTCG6CG1FX3

Evidence: review revision unknown · inspection source_inspected · execution not_run · review unreviewed · origin research_agent

In the producer's seeded draw (seed 20261021; 30 repos each from downloads-ordered text-to-audio, text-to-image (first 30,000 only) and text-to-video listings, 2026-10-21), 25 of 90 repos had an in-repo comparator and none disagreed with the tag; 44 had a tag with nothing to compare and 19 had neither. The ~11% exact upper bound on disagreement among comparable repos is arithmetically correct. This is producer-reported execution, not curator-observed. Curator qualifications: Some 'A' (agree) cases are template restatements of the tag (curator confirmed for Ayarina_10e_lm), so 25/25 overstates independent agreement; the producer flagged this judgement line. Card-internal inconsistencies (e.g. Betamina license vs license_name) are not captured by tag-vs-README agreement. Never merge with C2-B11-H2-05 counts or quote as a platform rate (different frames, tags, ranks) - C2-B85-AUDIT4 contradictions[9]. Single-model raters (worker and M2 second rater) - not human-rater reproducibility. Curator re-fetched two sampled README files at pinned revisions only; no repository cloned, no weights downloaded, no classifier run. Limitations: Producer-executed sample; curator spot-checked 2 of 90. Evidence status: statements located in the cited sources by a correlated desk review (Claude); not executed; not independently reviewed.

Structured fields

{
  "citations": [
    {
      "url": "https://huggingface.co/api/models?pipeline_tag=text-to-audio&sort=downloads&direction=-1&limit=1000",
      "note": "AICU/Betamina-flux-lora README at 9ba58774 front matter; FirstPotatoCoder/Ayarina_10e_lm README at b64fbb4f lines 8, 16; arithmetic check (no fetch)"
    },
    {
      "url": "https://huggingface.co/facebook/musicgen-medium/raw/d3bd7b00761b78ad7a8a05145ee31e7832e9916c/README.md",
      "note": "AICU/Betamina-flux-lora README at 9ba58774 front matter; FirstPotatoCoder/Ayarina_10e_lm README at b64fbb4f lines 8, 16; arithmetic check (no fetch)"
    },
    {
      "url": "https://huggingface.co/khanghy1000/Anima-ControlNet-VACE-Canny/raw/8f76d953fe82c0aee78edae3c054993c46706ff6/LICENSE.md",
      "note": "AICU/Betamina-flux-lora README at 9ba58774 front matter; FirstPotatoCoder/Ayarina_10e_lm README at b64fbb4f lines 8, 16; arithmetic check (no fetch)"
    },
    {
      "url": "https://huggingface.co/AICU/Betamina-flux-lora/raw/9ba587746663593bf496e90b9923ea67038b360e/README.md",
      "note": "AICU/Betamina-flux-lora README at 9ba58774 front matter; FirstPotatoCoder/Ayarina_10e_lm README at b64fbb4f lines 8, 16; arithmetic check (no fetch)"
    },
    {
      "url": "https://huggingface.co/cyuzhang/rank4_lr4_batch16_10k/raw/f9d26d03439c76272ad89902860a6d9b2264199d/README.md",
      "note": "AICU/Betamina-flux-lora README at 9ba58774 front matter; FirstPotatoCoder/Ayarina_10e_lm README at b64fbb4f lines 8, 16; arithmetic check (no fetch)"
    }
  ]
}

Evidence claims

[sourced_fact] In the producer's seeded draw (seed 20261021; 30 repos each from downloads-ordered text-to-audio, text-to-image (first 30,000 only) and text-to-video listings, 2026-10-21), 25 of 90 repos had an in-repo comparator and none disagreed with the tag; 44 had a tag with nothing to compare and 19 had neither. The ~11% exact upper bound on disagreement among comparable repos is arithmetically correct. This is producer-reported execution, not curator-observed. · locator: AICU/Betamina-flux-lora README at 9ba58774 front matter; FirstPotatoCoder/Ayarina_10e_lm README at b64fbb4f lines 8, 16; arithmetic check (no fetch) source

Rights

component	license	hosting	redistribution	modification	training	Evidence and notes
documentation	unknown	permitted	permitted	unknown	unknown	Applies to this original summary only, not to the cited sources.

Linked records

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