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This is just the natural conclusion to a narrative that conflates hallucination with [un]safety. Nightmares are not danger. LLMs will never be able to filter o
by thomastjeffery 2y ago
This is just the natural conclusion to a narrative that conflates hallucination with [un]safety. Nightmares are not danger.
LLMs will never be able to filter out specific categories of content. That is because ambiguity is an LLM's core feature. The entire narrative of "LLM safety" implies otherwise. The narrative continues with "guardrails", which don't guard anything. The only thing a "guardrail" can do is be "loud" enough to "talk over" undesired continuations. So long as the content exists in the model, the right permutation of tokens will be able to find it.
Unless you want a model trained on content that completely excludes all content about, any sexuality, any violence, or any children; you will always have a model capable of generating a CSAM-like horror story. That's just how text and words work. The reality is that a useful model will probably include some content with each of these three subjects.
- jerf 2y agoAs AIs improve, they won't even need CSAM or fetish content in their training set. Explaining what they are in a handful of words using normal English is not that difficult. Users would trade prompts freely. As windows grow, you'll be able to stick more info in them. And as I like to remind people, LLMs are not "AI", in the sense that they are not the last word in AI. Better is coming. I don't know when; could be next month, could be 15 years, but we're going to get AIs that "know" things in some more direct and less "technically just a very high probability guess" way.
- thomastjeffery 2y agoWhat everyone needs to know about LLMs is that they do not perform objectivity. An LLM does not work with categories: it stumbles blindly around a graph of tokens that usually happens to align with real semantic structures. It's like a coloring book: we perceive the lines, and the space between them, to be true representation, but that is a feature of human perception: it does not exist on the page itself.