2026-09-23 · America/Los_Angeles · 社区动态 · #15

Jev isn't new tech. Its marketing targets people who think AI started with LLMs.

I keep seeing Jev presented as some new class of decision model, but most of what’s being advertised is just normal classifier behavior with modern zero-shot capabilities. It outputs probabilities over constrained choices, doesn’t generate autoregressively, can’t output an invalid class, and can use labels defined at inference time. None of that is new. Zero-shot/NLI classifiers, embedding models, cross-encoders and rerankers have been doing variations of this for years. The weird part is that most of the impressive Jev comparisons are against LLMs. Of course a specialized classifier is…

热度 48.0 / 100；排名与评分保留该期记录。