A multi-hop QA probe of four LLMs claims intersectional mental-health bias and 66-94% debiasing, but the bias metric is undefined and no conventional baseline is tested.
A criterion for Lie algebroid connections on a compact Riemann surface
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abstract
Let $X$ be a compact connected Riemann surface and $(V, \phi)$ a holomorphic Lie algebroid on $X$ such that the holomorphic vector bundle $V$ is stable. We give a necessary and sufficient condition on holomorphic vector bundles $E$ on $X$ to admit a Lie algebroid connection.
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Mental Health Equity in LLMs: Leveraging Multi-Hop Question Answering to Detect Amplified and Silenced Perspectives
A multi-hop QA probe of four LLMs claims intersectional mental-health bias and 66-94% debiasing, but the bias metric is undefined and no conventional baseline is tested.