I'm trying to understand what does it got to do with LLM size?
Imho, right tools allow small models to perform better than undirected tool like bash to do everything.
But I understand that this code is to show people how function calling is just a template for LLM.
Mini swe agent, as an academic tool, can be easily tested aimed to show the power of a simple idea against any LLM. You can go and test it with different LLMs. Tool calls didn't work fine with smaller LLM sizes usually. I don't see many viable alternatives less than 7GB, beyond Qwen3 4B for tool calling.
> right tools allow small models to perform better than undirected tool like bash to do everything.
Interesting enough the newer mini swe agent was refutation of this hypothesis for very large LLMs from the original swe agent paper (https://arxiv.org/pdf/2405.15793) assuming that specialized tools work better.
BenderV|6 months ago
diminish|6 months ago
> right tools allow small models to perform better than undirected tool like bash to do everything.
Interesting enough the newer mini swe agent was refutation of this hypothesis for very large LLMs from the original swe agent paper (https://arxiv.org/pdf/2405.15793) assuming that specialized tools work better.