How many AI-generated references are usable?

When you ask an LLM for scholarly references, how many are real and on topic? We verified over 6,000 references across 26 models and 24 academic disciplines to find out.

The result: hallucination rates follow predictable scaling laws. Model size and topic representation in training data explain most of the variance — which means we can predict how many references you'll actually be able to use.