How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Perfect and false-positive verifiers have different rejection outcomes
Example
Let a prompt have one correct response with probability and one incorrect response with probability . With a perfect verifier , rejection search with budget returns an accepted response with probability . With a false-positive verifier that accepts both and , rejection search always returns its first draw, so its false-acceptance probability is ; the per-draw union bound gives .
Example references
Facts & Assumptions
Given: A finite two-response law with , , , , rejection budget , and the two stated verifier choices.
Finite truncated response spaces, correctness predicates, and verifiers: correctness and verifier outputs are binary functions on the finite response set.
Budgeted verifier-guided generation and best-of-N sampling Budgeted verifier generation terminates with bounded response and selection calls: rejection search returns the first response accepted by , or failure after draws.
Independent generation success and verifier false-acceptance bounds: with a perfect verifier, independent rejection succeeds with probability .
Independent generation success and verifier false-acceptance bounds: if each draw has false-acceptance probability at most , an accepted but incorrect selected output has probability at most .
Verification
Given: The objects and hypotheses in the Example.
For the perfect verifier, and rejection succeeds iff at least one of the two independent draws is . Its failure probability is , so its success probability is .
For the accept-all verifier, the first draw is always accepted. It is incorrect exactly when it is , an event of probability . Each draw has false-acceptance probability , so [F4] gives the valid bound ; the exact first-draw probability is below it.
Depends on
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