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    ERAIS technical claim

    quality.dense_superiority.v1

    Has ERAIS outperformed a dense model?

    Evidence maturity: BlockedSource-pinned record

    Reviewed · neuroforge-io/erais

    The wording and state below belong to this source snapshot. Related current context is separate from the recorded claim.

    Approved wording · 12 July 2026

    What the record says.

    Dense-baseline superiority is not claimed without matched benchmark evidence.

    Required evidence

    • Matched multi-scale dense comparisons, standard 30-seed statistics, contamination closure, and independent reproduction.

    Do not infer

    • Do not claim ERAIS beats, replaces, or obsoletes dense transformers.

    Continue in context

    Related work.

    Explore the current context. It does not update this recorded claim.

    Inspect the quality gates

    Read the state together with its scope and evidence requirements. Commercial availability and technical maturity are separate decisions.

    Return to the complete register