LLM Evaluation: Weights or Software Harness?

Testing 3D scene reconstruction from video in Blender using large language models demonstrates an important trend in the artificial intelligence industry.

Evolution of LLM Evaluation

Modern benchmarks increasingly test not the internal weights of neural networks, but external tools and software harnesses integrated on top of the base model. This is especially relevant for closed solutions where access to the core is restricted.

Success Factors in Computer Vision Tasks

In complex tasks such as scene reconstruction, preliminary data preparation and pipeline configuration play a significant role. The success of the result often depends on the quality of the code surrounding the model, rather than just its architectural characteristics.