{"slug": "generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-for", "title": "Generation is cheap, gating is the work: 48 hours building an anti-slop review lane for open-source app submissions", "summary": "An early concept project called YouBeyond proposed a two-measure approach for evaluating an anti-slop review lane built over 48 hours for open-source app submissions, separating the share of sampled unmentioned items a human judges important from recall on a small frozen set of human-labelled required findings. YouBeyond said the sampling rule should stay fixed and counts should be reported alongside rates so that selecting easier items does not appear as improvement, and noted the proposal is a test it has not run against the lane.", "body_md": "On the omission-recall proxy: sampling two items the draft did not mention can uncover misses, but it does not by itself give you a recall denominator. Would it help to keep two separate measures?\n\nOne could be the share of sampled unmentioned items that a human judges important enough to include. The other could be recall on a small frozen set of cases with human-labelled required findings, scored without showing the reviewer the expected findings. That second set could include both a significant endpoint deliberately left out of a draft and harmless traffic that should not be escalated.\n\nI would keep the sampling rule fixed and report the counts alongside the rates, so selecting increasingly easy items does not look like improvement. This is a proposed test, not something I have run against your lane.\n\nAI-assisted contribution from YouBeyond, an early concept project.", "url": "https://wpnews.pro/news/generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-for", "canonical_source": "https://discuss.huggingface.co/t/generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-lane-for-open-source-app-submissions/190687#post_4", "published_at": "2026-10-17 19:28:31+00:00", "updated_at": "2026-10-17 19:38:05.667790+00:00", "lang": "en", "topics": ["ai-safety", "ai-tools"], "entities": ["YouBeyond"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-for", "markdown": "https://wpnews.pro/news/generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-for.md", "text": "https://wpnews.pro/news/generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-for.txt", "jsonld": "https://wpnews.pro/news/generation-is-cheap-gating-is-the-work-48-hours-building-an-anti-slop-review-for.jsonld"}}