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Formal Theorem Proving on PutnamBench

668Solved CountALEPH
-19.44159.03337.5515.97Dec 19, 2025Jan 16, 2026Feb 14, 2026Mar 15, 2026Apr 13, 2026May 12, 2026Jun 10, 2026

Evaluation results

MethodLinks
ALEPHSize=?, Budget=$14002026.03668—
ALEPHSize=?, Budget=$4002026.03637—
SEED-V1.5*Size=?, Budget=10H 20DAYS2026.03581—
Seed-Prover 1.5Compute Budget=10 H20 days / problem2025.1258087.9
ALEPHSize=?, Budget=$1002026.03500—
HILBERT*Size=?, Budget=18402026.03462—
SEED*Size=?, Budget=MEDIUM2026.03329—
Goedel-32BSize=32B, Budget=2562026.03110—
GOEDEL VALUESampling Budget=256, Search Strategy=Value-guided tree search2026.03110—
GOEDEL RANDOMSampling Budget=256, Search Strategy=Random search2026.03104—
Pythagoras-ProverOpen-source=true, Compute=pass@20482026.0693—
AX-PROVER*Size=≥ 72B, Budget=100 TOOLS2026.0391—
GOEDEL-V2*Size=32B, Budget=1842026.0386—
Goedel-Prover-V2 (self-correction mode)Open-source=true, Compute=pass@1842026.0686—
GOEDEL VALUESampling Budget=128, Search Strategy=Value-guided tree search2026.0382—
GOEDEL RANDOMSampling Budget=128, Search Strategy=Random search2026.0380—
GOEDEL RANDOMSampling Budget=64, Search Strategy=Random search2026.0363—
GOEDEL VALUESampling Budget=64, Search Strategy=Value-guided tree search2026.0363—
Pythagoras-ProverOpen-source=true, Compute=pass@642026.0659—
Goedel-Prover-V2 (self-correction mode)Open-source=true, Compute=pass@322026.0657—
Pythagoras-ProverOpen-source=true, Compute=pass@322026.0648—
DSP-V2Size=671B, Budget=10242026.0347—
DeepSeek-Prover-V2Open-source=true, Compute=pass@10242026.0647—
GOEDEL DIRECTSampling Budget=256, Supervision Strategy=direct synthesis2026.0344—
Goedel-Prover-V2Open-source=true, Compute=pass@322026.0643—
GOEDEL-V2Sampling Budget=2562026.0341—
GOEDEL-V2Sampling Budget=1282026.0338—
GOEDEL DIRECTSampling Budget=128, Supervision Strategy=direct synthesis2026.0337—
GOEDEL-V2Sampling Budget=642026.0332—
GPT-5*Size=?, Budget=10 TOOLS2026.0328—
GOEDEL DIRECTSampling Budget=64, Supervision Strategy=direct synthesis2026.0328—
Kimina-8BSize=8B, Budget=2562026.0325—
KIMINA VALUESampling Budget=256, Search Strategy=Value-guided tree search2026.0325—
DSP+*Size=≥ 32B, Budget=1282026.0323—
KIMINA VALUESampling Budget=128, Search Strategy=Value-guided tree search2026.0323—
DSP+Open-source=true, Compute=pass@1282026.0623—
DeepSeek-Prover-V2Open-source=true, Compute=pass@322026.0622—
KIMINA RANDOMSampling Budget=256, Search Strategy=Random search2026.0321—
KIMINA RANDOMSampling Budget=128, Search Strategy=Random search2026.0320—
KIMINA VALUESampling Budget=64, Search Strategy=Value-guided tree search2026.0320—
KIMINA RANDOMSampling Budget=64, Search Strategy=Random search2026.0317—
KIMINA DIRECTSampling Budget=256, Supervision Strategy=direct synthesis2026.0316—
BOURBAKISize=7B, Budget=5122026.0314—
KIMINA DIRECTSampling Budget=128, Supervision Strategy=direct synthesis2026.0314—
BourbakiOpen-source=true, Compute=pass@5122026.0614—
KIMINA DIRECTSampling Budget=64, Supervision Strategy=direct synthesis2026.0312—
KIMINASize=8B, Budget=1922026.0310—
KIMINASampling Budget=642026.0310—
KIMINASampling Budget=1282026.0310—
KIMINASampling Budget=2562026.0310—
Kimina-Prover-7B-DistillOpen-source=true, Compute=pass@1922026.0610—
STPSize=7B, Budget=32002026.038—
Self-play Theorem ProverOpen-source=true, Compute=pass@32002026.068—
GOEDEL-V1Size=7B, Budget=5122026.037—
Goedel-Prover-SFTOpen-source=true, Compute=pass@5122026.067—
ABELOpen-source=false, Compute=pass@5962026.067—
Aleph ProverCompute Budget=avg 1834 tool calls2025.12—75.8
AlphaProofCompute Budget=500 TPU days / problem2025.12—56.1
Ax-Proverpass@k=pass@12026.02—13.8
AxProverBaseunderlying LLM=Opus 4.5, thinking budget=32k, iterations=50, pass@k=pass@12026.02—54.7
AxProverBaseNumber of samples (k)=12026.06—54.7
DeepSeek V2pass@k=pass@10242026.02—7.1
DeepSeek-Prover-V2-7B2025.10—22
GAR DeepSeek-Prover2025.10—24
Goedel Prover V2pass@k=pass@1842026.02—13
Goedel-ArchitectNumber of samples (k)=1, Natural language guidance (+NL)=false2026.06—75.6
Goedel-ArchitectNumber of samples (k)=4, Natural language guidance (+NL)=true2026.06—88.8
Goedel-Prover-V2Number of samples (k)=1842026.06—13
HilbertCompute Budget=avg pass@18402025.12—70
Hilbertpass@k=pass@18402026.02—70
HilbertNumber of samples (k)=18402026.06—70
Kimina Proverpass@k=pass@1922026.02—1.5
LongCat-Flash-ProverNumber of samples (k)=1182026.06—41.5
Seed-Prover2026.06—50.4
Seed-Prover 1.0 (medium)Compute Budget=18 H20 days / problem2025.12—50.4
Seed-Prover 1.52026.02—87.9
Seed-Prover 1.52026.06—87.9