ITPEval - Babel-formal Statements: leaderboard

ITPEval measures formal translation between interactive theorem provers: given a source file in Lean 4, Isabelle, Rocq or HOL Light, the model emits the same content in a target prover and a unified verifier checks it there. This board covers statement translation on the controlled Babel-formal suite, which avoids library dependence. The score is the share of directed source-to-target pairs that verify from a single greedy attempt.

Metric: Pass@1 (%; share of the 192 directed Babel-formal (tier A, controlled) statement pairs whose single translated statement verifies; zero-shot direct translation at temperature 0: given a source file in Lean 4, Isabelle, Rocq or HOL Light and a target prover, emit raw target code, which must verify under the target prover). Source: arxiv.org. Saturation forecast: Around February 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.547.4#49
2Gemini 3.1 Pro (Preview)32.81#94
3DeepSeek V4 Pro17.19#188
4Claude Sonnet 4.610.94#161
5Qwen 3 235B A22B9.38#623

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

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