Jewelry is a veblen good whose price is mostly based on provenance. I'm not sure any classifier could do anything but guess on surrounding context.
Insurance classifiers are much less naive than you'd expect, btw. I have designed a few.
Insurance classifiers are much less naive than you'd expect, btw. I have designed a few.
- Zero-Uncertainty Hallucination: Instead of outputting high variance or stating that provenance/hallmarks are unobservable, models stated concrete point estimates with high confidence.
- Fabricated Provenance (F6): Under formal framing, models didn't just guess a higher number—they invented non-existent physical evidence, claiming to see "gold vermeil" or "designer hallmarks" on identical, unbranded Temu pixels.
So while guessing from context is expected, the alignment issue is how models manufacture post-hoc facts to justify the context prior!