pith:KOOKJRXX
LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving
LeanSearch v2 recovers full premise sets for Lean 4 theorems at 46.1 percent accuracy on research benchmarks.
arxiv:2605.13137 v2 · 2026-05-13 · cs.IR · cs.AI
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\pithnumber{KOOKJRXX2VNXKGV2JG46W5KAUF}
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Record completeness
Claims
On a 69-query benchmark of research-level Mathlib theorems, reasoning mode recovers 46.1% of ground-truth premise groups within 10 retrieved candidates, outperforming strong reasoning retrieval systems (38.0%) and premise-selection baselines (9.3%). In a controlled downstream evaluation with a fixed prover loop, replacing alternative retrievers with LeanSearch v2 yields the highest proof success (20% vs. 16% for the next-best system and 4% without retrieval).
The 69-query benchmark and the fixed prover loop are assumed to be representative of real-world Lean 4 usage; the paper does not report how performance changes when the prover loop or theorem distribution is altered.
LeanSearch v2 recovers 46.1% of ground-truth premise groups for research-level Lean 4 theorems within 10 candidates and raises fixed-loop proof success to 20%.
References
Formal links
Receipt and verification
| First computed | 2026-05-18T03:08:57.558427Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
539ca4c6f7d55b751aba49b9eb7540a168dfa0c9d066d71ea4bb4c5290aed5a5
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KOOKJRXX2VNXKGV2JG46W5KAUF \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 539ca4c6f7d55b751aba49b9eb7540a168dfa0c9d066d71ea4bb4c5290aed5a5
Canonical record JSON
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