ResearchJul 16, 2026 · 6 min readPeer-reviewed where applicable
Open access does not mean open-washing
Definitions, checks, and tooling we use to keep “open” honest.
Template article — no fake benchmarks or citations are claimed here.
Research pages use the same template as openai.com — title, deck, hero art card, then long-form prose with hairline dividers. This copy is editorial placeholder in a serious-lab voice.
Method
Describe the question, the corpus, and the evaluation. Link to metademic.com where the scholarly record is the source of truth.
Results
Report what was found without inventing numbers. If a claim is not yet verified, say so plainly.
Limitations
Every paper has them. Name them early.