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Self-invoking code benchmarks help you decide which LLMs to use for your programming tasks


LLMs are good at coding simple functions. But how good are they at calling their own functions to solve complex problems?

That’s because even as many LLMs have similar high scores on these benchmarks, understanding which ones to use on specific software development projects and enterprises can be difficult. In practical scenarios, software developers don’t just write new code—they must also understand and reuse existing code and create reusable components to solve complex problems. At the same time, there are more complex benchmarks such as SWE-Bench, which evaluate models’ capabilities in end-to-end software engineering tasks that require a wide range of skills such as using external libraries and files, and managing DevOps tools.

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