CrypFormBench - Generation: leaderboard

Formal-model generation on CrypFormBench (2026), a formal cryptographic analysis benchmark over seven verifier languages: the model writes a tool-specific formal model of a described scheme, scored 0 to 100 by combining the rate of models the tool executes with the accuracy and F1 of the verification outcomes against the gold verdicts, averaged over languages. Higher is better.

Metric: Generation score (0-100) on CrypFormBench (700 instances over 677 cryptographic schemes and 7 formal verifier languages: Scyther, Tamarin, AVISPA, ProVerif, Maude-NPA, CryptoVerif, EasyCrypt): write a tool-specific formal model of a described scheme; the harmonic mean of the tool-executable rate and the harmonic mean of verification-outcome accuracy and F1 against the gold tool verdicts, averaged over languages; higher is better. Source: arxiv.org. Saturation forecast: Around November 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Grok 312.8#602
2GPT-4o9.5#741
3Gemini 2.5 Pro7.7#266
4DeepSeek R15.8#473
5GPT-4o Mini0#1623
6GLM-40#1666

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=crypformbench-generation · How It Works · Data refreshed daily, snapshot 2026-11-13.