A poisoning budget does not scale with the corpus
Defenders assumed a bigger training set dilutes an attacker's samples. Anthropic, the UK AI Security Institute and the Alan Turing Institute found that about 250 documents backdoored models from 600M to 13B parameters, and the larger model saw twenty times more clean data.