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Authenticity's Triumph

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  1. ImpossibleRubrics: Stress-Testing Generated Rubrics as Reward Signals

    ImpossibleRubrics introduces a 169‑task benchmark of “impossible” prompts, each with a formal oracle certificate defining what an honest answer can claim. The authors generate rubrics downstream and test them adversarially, finding that many rubric generators are exploitable (8‑36% of the time) and that a single generic rubric (“be decisive, penalize hedging”) is exploited 64% of the time, while…

    Hugging Face Daily Papersarxiv.org1 minpaper
  2. Optimize Your Identity Flows with Auth0 Identity Conversion Suite

    Auth0 announced the early‑access Identity Conversion Suite, which adds two features—Anonymous Sessions (tracking a user before they log in via OAuth‑compatible tokens) and Experiment Center (feature‑flag‑driven A/B testing of auth flows). The post explains the intended use cases (guest checkout, secure anonymous API access, passwordless sign‑up, MFA sizing) but provides no implementation details,…

    Auth0auth0.com7 min