Advances in this space are always welcome.

I see the change in kld values is pretty modest vs prior version. Does anyone know how that translates to real world? Is more of a linear type situation or exponential etc

Yes the new blog post https://unsloth.ai/docs/models/qwen3.5/gguf-benchmarks has some benchmarks from community people on our quants vs others on LiveCodeBench for eg!