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New StochBench benchmark tests LLMs on stochastic processes in Lean · 2 sources tracked

By PulseAugur Editorial · [3 sources] ·

Researchers have introduced StochBench, a new benchmark designed to evaluate large language models on stochastic processes in the Lean 4 programming language. This benchmark features 450 graduate-level problems, addressing areas like Markov chains, Brownian motion, and stochastic calculus, which are often underrepresented in existing math-focused benchmarks. An agent utilizing Opus 4.8 achieved a 34.9% proof rate on StochBench within a 15-minute time limit per problem, indicating its challenging nature for advanced provers. AI

IMPACT This benchmark could drive improvements in LLM capabilities for specialized mathematical reasoning and formal verification.

RANK_REASON The cluster describes a new academic benchmark for formal theorem proving with LLMs.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

New StochBench benchmark tests LLMs on stochastic processes in Lean · 2 sources tracked

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COVERAGE [3]

  1. arXiv cs.CL TIER_1 English(EN) · Idan Davidovich, Debargha Ganguly, Vikash Singh, Vipin Chaudhary ·

    StochBench: A Domain-Specific Benchmark for Stochastic Processes in Lean

    arXiv:2609.09264v1 Announce Type: new Abstract: Leading benchmarks for formal theorem proving with large language models are small collections drawn from competition math, such as the IMO and Putnam, that poorly represent field-specific applications. We introduce StochBench, a Le…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    StochBench: A Domain-Specific Benchmark for Stochastic Processes in Lean

    StochBench introduces 450 graduate-level stochastic processes problems in Lean 4 to benchmark formal theorem proving on domain-specific applied mathematics.

  3. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    🤖 【Hugging Face Papers】StochBench: A Domain-Specific Benchmark for Stochastic Processes in Lean Leading benchmarks for formal theorem proving with large languag

    🤖 【Hugging Face Papers】StochBench: A Domain-Specific Benchmark for Stochastic Processes in Lean Leading benchmarks for formal theorem proving with large language models are small collections drawn from competition ma... # AI # TechNews # MachineLearning 🔗 https:// huggingface.co/…

    LINKS huggingface.co/…/2609.09264

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