Samplinglib
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Bench

Domains and reasoning levels

Each cell shows available public-dev views as Natural language / Lean / Graph JSON. On small screens, scroll the table horizontally for L3–L5. A gap is not a proof-completion percentage. Shared questions can occur in several domain indexes but count once globally.

DomainL1L2L3L4L5
Log-Concave Sampling1 / 0 / 11 / 1 / 12 / 2 / 03 / 1 / 0gap
SampleWiki research problems1 / 0 / 0gap3 / 2 / 02 / 0 / 0gap
Optimisation1 / 0 / 31 / 2 / 24 / 1 / 02 / 1 / 0gap
Riemannian Optimisation1 / 0 / 0gap3 / 2 / 0gapgap
Statistical Optimal Transport1 / 0 / 11 / 1 / 12 / 1 / 01 / 1 / 0gap
Discrete Sampling1 / 0 / 00 / 1 / 04 / 2 / 01 / 0 / 0gap
Markov Chain Monte Carlo1 / 0 / 00 / 1 / 05 / 2 / 01 / 0 / 0gap

What the levels mean

  1. L1 · Concepts and conventions

    Identify definitions, objects, units, quantifiers or a directly supplied graph relation.

  2. L2 · Local derivation

    Execute one mathematical mechanism with explicit hypotheses, or combine a few supplied structural facts.

  3. L3 · Multi-step proof and diagnosis

    Coordinate several estimates, separate cases, exhibit a counterexample or diagnose an invalid inference.

  4. L4 · Cross-module composition

    Compose results with real assumption adapters, measurable/integrable inputs and error/constant tracking.

  5. L5 · Research-level audit and transfer

    Audit a source-grounded research argument or transport a proof mechanism while exposing unresolved interfaces and failure boundaries. No unsolved conjecture may be scored against an invented gold proof.

Author-assigned, track-specific provisional labels; empirical calibration is pending. Token count, code length, import depth and graph distance are not difficulty scores.

Graph QA distinguishes source-scanned module imports from replayed constant occurrences in selected compiled proof bodies. Compiler snapshots also emit a fixed whitelist of direct constants in unexpanded elaborated statements: this is not binder-role classification, inferred hypotheses, definition expansion or a full type dependency closure. Each uses an explicitly eligible, source-hashed local slice. Neither edges nor profiles certify mathematical necessity, conceptual equivalence or full dependency closure; an absent induced path is not full-closure independence, and an absent direct constant is not absence after unfolding or proof derivation. Compiler replay, editorial admission and empirical calibration are separate. Richer source-proof and conceptual-hypergraph questions require their own reviewed evidence.

29 of 29 mathematical cores currently have AI editorial acceptance. Structural editorial status: complete-for-current-tasks. Empirical calibration remains open. L5 is a planned research-audit tier, not a claim of solved open problems.