METHODOLOGY

Methodology

323population
26confirmed original comparisons
7borderline
7unassessable

The review covers 9 major overseas MoE families and 11 source repositories. Takara research, August 7, 2026.

Enumeration

Fetch every page returned by Hugging Face API filter=base_model:quantized:, then deduplicate by modelId.

What counts as a quantitative comparison

  • The original checkpoint and quantized version are compared.
  • The same benchmark and scoring method are used.
  • Numerical results are present for both.

Known limit

Derivatives without a base_model tag cannot be enumerated by this method, so the population is biased downward.

Line A does not operate under a statutory or standards-body approval scheme.