Technology

i see what your saying. i didnt mean to discredit standard benchmarks entirely.
i guess its obvious that it measures capability regardless of imprecision.
2 major proposed changes:
**first, i dont really know. aside from saying "benchmark your own prompt+usecase"
a proposed plan:

• approach one: pay attention and credit new or improved architecture designs and research.
• approach two: spend more attention on benchmarks. especially specific benchmarks ( that are not focused with industrial domain tasks.) **domain task pursuit, is useful!.. but it depends on if your interest align to popular domains.
• approach three: if willing to utilize remotely hosted models. rating should also take in consideration.. tools and everything else: websearch performance, RAG performance, smooth interface, pref/balance between speed vs comprehensiveness, cost (if relevant), etc.. .