Evaluation under AI-mediated contribution
How should provenance, attribution, and reviewer effort be incorporated into allocation mechanisms when a growing share of submitted material is machine-generated? What mechanisms can preserve informativeness when the cost of producing plausible submissions approaches zero?
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Context
This thread anchors discussion at the Columbia 2026 workshop and is eligible for support through AI4PG 2026 grants.