2makeitwork/paper_ai_Qos

117 downloads in 30 days0 likesLast modified 11 Sep 2026View on Hugging Face

The declared licence (cc-by-4.0) is classified as permissive.

Declared licence: cc-by-4.0, from the tagEvidence: README.md at bfe0063
Licence files: LICENSE, LICENSE-code.md, LICENSE-content.md, detected as cc-by-4.0Evidence: LICENSE at bfe0063
Declared sources: None listed in the card metadata
Access gated on Hugging Face: No

Each cell links to what was checked: a file, a file list or a Hub record.

Citation text from the card

```
2makeitwork (independent, unaffiliated). "AI Service QoS: An Independent Outside-In
Measurement Methodology,
with Case Study 1 (Qwen3.8-Max / Qoder)." Dataset snapshot <tag or commit>, 2026.
```

**What to cite, in order.** The paper is the object; this dataset is its evidence. Cite
`paper_ai_QoS.md` at a tag for the method and the findings, this repository for the observations, and
the archived snapshot when the citation needs an identifier that cannot move: concept DOI
[10.5281/zenodo.22701430](https://doi.org/10.5281/zenodo.22701430) covers every archived version of
the released software, while each version carries its own — `v1.0.0` is
[10.5281/zenodo.22701431](https://doi.org/10.5281/zenodo.22701431) and `v1.0.1` is
[10.5281/zenodo.22701701](https://doi.org/10.5281/zenodo.22701701).

Cite the **snapshot**, name the **collection round**, and cite the **client version
plus service** rather than the model alone — a client-side watchdog misattributed to
a model is the most likely misquote. `CITATION.cff` carries the machine-readable
form; the positioning against prior measurement work is in the paper's section 1.4, with each
work's own identifier given there.

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dataset_licence({ "id": "2makeitwork/paper_ai_Qos" })
signal: "permissive"
stated_licence: "cc-by-4.0"
sources: 0