OR 用于 AI：在 OSCAR 框架内将 LLMs 沿着电梯进行路由
一种名为OSCAR的新框架被引入，以提高在组织中使用大型语言模型（LLMs）进行优化建模的准确性和成本效益。
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证据
- AarXiv cs.AI一手来源2026-10-02 12:00
On five benchmark problems, OSCAR achieves 95% to 100% accuracy at the reported settings using two small open-weight LLMs, each deployable locally on a single GPU.
- AarXiv cs.AI一手来源2026-10-02 12:00
We develop OSCAR (Optimization modeling by Simulator, Coder, And Reviewer), which uses an offline Simulator certified against labeled decision examples to compare candidates and continues searching beyond feasibility.
- AarXiv cs.AI一手来源2026-10-02 12:00
Abstract: Large language models can translate business descriptions into optimization models, but executable code may misrepresent constraints or objectives. A solver can then return an optimal solution to the wrong problem. Even when the solution satisfies the intended operating rules, a better plan may exist. For organizations that repeatedly use optimization modeling, an LLM-based framework sh…