| {"case": "A dataset released under CC BY-NC 4.0. A startup wants to train a model it will sell.", "expected": "RESTRICTED", "anchor": "NC = non-commercial; selling is exactly the excluded use", "axis": "openness"} | |
| {"case": "A model under a licence whose acceptable-use policy forbids military applications. A defence contractor wants it for targeting support.", "expected": "RESTRICTED", "anchor": "Field-of-use restriction directly excludes the intent", "axis": "openness"} | |
| {"case": "A model whose licence requires a separate agreement once the product exceeds 700 million monthly active users. A firm at 900 million wants to deploy without contacting anyone.", "expected": "RESTRICTED", "anchor": "User-count trigger requires a separate licence", "axis": "openness"} | |
| {"case": "A 'research-only' model release. A company wants to embed it in a paid product.", "expected": "RESTRICTED", "anchor": "Research-only excludes commercial deployment", "axis": "openness"} | |
| {"case": "An AGPL-3.0 model server. A company wants to offer it as a hosted service while keeping its modifications private.", "expected": "RESTRICTED", "anchor": "AGPL \u00a713 requires source disclosure to network users", "axis": "openness"} | |
| {"case": "A dataset under CC BY-SA. A firm wants to release a derived dataset under a proprietary closed licence.", "expected": "RESTRICTED", "anchor": "ShareAlike requires the derivative to carry the same licence", "axis": "openness"} | |
| {"case": "A model under Apache-2.0. A company wants to fine-tune it and sell the result.", "expected": "PERMITTED", "anchor": "Apache-2.0 permits commercial use and derivatives", "axis": "openness"} | |
| {"case": "A model under MIT. A company wants to embed it in closed-source software.", "expected": "PERMITTED", "anchor": "MIT permits proprietary redistribution with attribution", "axis": "openness"} | |
| {"case": "A dataset under CC BY 4.0. A researcher wants to publish a paper using it with attribution.", "expected": "PERMITTED", "anchor": "CC BY permits any use with attribution", "axis": "openness"} | |
| {"case": "A model under a licence forbidding military use. A hospital wants it for triage support.", "expected": "PERMITTED", "anchor": "Clinical use is outside the restricted field", "axis": "openness"} | |
| {"case": "An AGPL-3.0 model server. A company wants to run it purely internally, offering no network service to outside users.", "expected": "PERMITTED", "anchor": "AGPL \u00a713 triggers on network interaction with users; internal use does not", "axis": "openness"} | |
| {"case": "A model under a licence with a 700-million-MAU trigger. A startup with 5,000 users wants to deploy commercially.", "expected": "PERMITTED", "anchor": "Well below the threshold; the trigger does not fire", "axis": "openness"} | |
| {"case": "A CC0 dataset. Any use at all.", "expected": "PERMITTED", "anchor": "CC0 is a public-domain dedication", "axis": "openness"} | |