Evaluation without Generation: Non-Generative Assessment of Harmful Model Specialization with Applications to CSAM · HackerPapers discussionshttps://hackerpaper.kaipfister.de/p/2604.25119/Collected HN comments and submissions linking this paper.enMon, 02 Nov 2026 11:16:22 GMTEvaluation without Generation: Non-Generative Assessment of Harmful Model Specialization with Applications to CSAM — mentioned by gnabgibhttps://news.ycombinator.com/item?id=48900560urn:hackerpapers:mention:2604.25119:48900560Mon, 13 Jul 2026 23:55:57 GMT<p>What is this spam. No link to today&#x27;s MIT article[0].. from which most of the sentences and all of the quotes are taken, or the one author Arxiv entry[1]. Quotes as if they talked to the writers. [0]: https://news.mit.edu/2026/new-method-keeps-kids-safe-from-il... (https://news.ycombinator.com/item?id=48893301) [1]: https://arxiv.org/abs/2604.25119</p><p><a href="https://hackerpaper.kaipfister.de/p/2604.25119/">Paper and discussion history</a>. A mention is not an endorsement.</p>cs.LG