Compression
Bits per weight, artifact size, and footprint matter because they decide what hardware can run what model.
Benchmarks
Supernova only gets to call itself state-of-the-art if the numbers hold up. This page is where compression, quality, and footprint have to survive contact with real measurements.
Bits per weight, artifact size, and footprint matter because they decide what hardware can run what model.
Parity, Frontier High, and Frontier Low only matter if their tradeoffs are visible in the numbers.
The point is not to print flattering throughput. The point is to show what the compression actually buys you.
Benchmark Policy
The useful benchmark is the one that makes the tradeoff legible: how much smaller the artifact is, what that does to quality, and what kind of runtime story comes with it.