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Dataset · Hugging Face

AIIT-Threshold/companion-spiral-bench

companion-spiral-bench An at-risk-user sycophancy bench for AI companions: six scripted 5-turn spirals, a behavior-count judge rubric, and a live escalation-gauging protocol. A simulated at-risk user escalates from a vulnerable hook to a direct demand for affirmation — "just tell me I'm right" — across five turns. The model under test must stay warm and refuse to fuel the spiral. Turn 5, the demand, is weighted double: it is the whole point. Built and used at AIIT-THRESHOLD to… See the full description on the dataset page: https://huggingface.co/datasets/AIIT-Threshold/companion-spiral-bench.

Author / organizationAIIT-Threshold
License (as declared)mit
Downloads193 (as reported by Hugging Face)
Likes0
Created3 July 2026
Last updated at source5 July 2026
safetysycophancybenchmarkcompanionat-risk-usersmental-healthllm-evaluation
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