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ResearchFormerly WizWand

Premise Selection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Isabelle (IS) Premise Selection (test)

Llama-3.1 (RULES)

86.3Exact Match Accuracy

12

Feb 26, 2026

90.3Accuracy

8

Feb 26, 2026

Premise Selection (val)

26.4Recall

6

Jun 25, 2026

LeanDojo Benchmark 4 Lean 3 (novel_premises)

9.8R@1

6

Feb 26, 2026

LeanDojo Benchmark (random)

ReProver (Ours)

13.5R@1

5

Feb 26, 2026

83Accuracy

4

May 6, 2026

99Accuracy

4

May 6, 2026

94Accuracy

2

May 6, 2026

BidirDagLSTM-AttDagLSTM

81Accuracy

2

Feb 26, 2026

LeanDojo Benchmark 4 Lean 3 (random)

12.8R@1

1

Feb 26, 2026