Do LLMs Hold Their Values? MANTA: A Multi-Turn Adversarial Benchmark for Animal Welfare Reasoning
MANTA, a benchmark of 1,088 five-turn conversations progressing from an implicit Turn-1 scenario through an explicit welfare prompt to three adversarial pressure rounds drawn from a five-type taxonomy, shows welfare robustness depends jointly on the animal and pressure applied.
Isabella Luong, Joy Chen, Sankalpa Ghose et al.
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