{
 "id": "2makeitwork/paper_ai_Qos",
 "owner": "2makeitwork",
 "name": "paper_ai_Qos",
 "downloads": 117,
 "likes": 0,
 "last_modified": "2026-09-11T06:35:01.000Z",
 "stated_licence": "cc-by-4.0",
 "stated_from": "tag",
 "licence_name": null,
 "licence_link": null,
 "file_licence": "cc-by-4.0",
 "licence_files": [
  "LICENSE",
  "LICENSE-code.md",
  "LICENSE-content.md"
 ],
 "sources": [],
 "gated": false,
 "tasks": [],
 "citation": "```\n2makeitwork (independent, unaffiliated). \"AI Service QoS: An Independent Outside-In\nMeasurement Methodology,\nwith Case Study 1 (Qwen3.8-Max / Qoder).\" Dataset snapshot <tag or commit>, 2026.\n```\n\n**What to cite, in order.** The paper is the object; this dataset is its evidence. Cite\n`paper_ai_QoS.md` at a tag for the method and the findings, this repository for the observations, and\nthe archived snapshot when the citation needs an identifier that cannot move: concept DOI\n[10.5281/zenodo.22701430](https://doi.org/10.5281/zenodo.22701430) covers every archived version of\nthe released software, while each version carries its own — `v1.0.0` is\n[10.5281/zenodo.22701431](https://doi.org/10.5281/zenodo.22701431) and `v1.0.1` is\n[10.5281/zenodo.22701701](https://doi.org/10.5281/zenodo.22701701).\n\nCite the **snapshot**, name the **collection round**, and cite the **client version\nplus service** rather than the model alone — a client-side watchdog misattributed to\na model is the most likely misquote. `CITATION.cff` carries the machine-readable\nform; the positioning against prior measurement work is in the paper's section 1.4, with each\nwork's own identifier given there.",
 "signal": "permissive",
 "reason": "The declared licence (cc-by-4.0) is classified as permissive.",
 "revision": "bfe0063cc0679765fb91bfc8339121bf0f07e39c",
 "stated_evidence": "https://huggingface.co/datasets/2makeitwork/paper_ai_Qos/blob/bfe0063cc0679765fb91bfc8339121bf0f07e39c/README.md",
 "file_evidence": "https://huggingface.co/datasets/2makeitwork/paper_ai_Qos/blob/bfe0063cc0679765fb91bfc8339121bf0f07e39c/LICENSE",
 "card_nc": false
}