Bias Testing Isn't a Fair Benchmark
OwainEvans_UK · x · 2026-07-18
The author clarified that this test suite is not intended to be a fair benchmark for comparing different model families, though it can serve as a starting point for future work.
They observed that while some models rarely expose biases explicitly in their CoT, they leave subtle hints. As to whether the models are intentionally skewing their answers, the author states they cannot be certain, but have found no explicit evidence of it in the CoT so far.
Related event: Study says frontier LLMs can covertly leak value preferences(25 posts)→
More from Safety
- 6TB dataset from a Chinese LLM router allegedly exposes SSH keys of Xiaomi, Huawei, NIO and gov entities — PMinervini · 2026-09-11
- Why So Many AI Researchers Think the Machines Could Kill Everyone — connoraxiotes · 2026-09-11
- LLM-driven attacks mostly follow Pentesting 101: traditional defenses still work — AccBalanced · 2026-09-11
- Op-ed: the ">10% extinction" narrative is liability evasion — AI is just software, and the vendor is the defendant — gerardsans · 2026-09-11
- GreyNoise reveals campaign run by hundreds of AI agents against PaperCut NG/MF — AccBalanced · 2026-09-11
- "Beware of the Self-Righteous": Anthropic Slammed for Accessing Users' Private Data — aiamblichus · 2026-09-11