Researcher challenges scaling orthodoxy: benchmark trends aren't universal laws of perception and reasoning
GeorgiaChal · x · 2026-09-08
Responding to claims that intermediate representations no longer matter, that scaling omni-modal foundation models is the path forward, and that reasoning reduces to bigger models plus more context and RL, the author asks a pointed question: what controlled evidence backs these claims, and over which task classes?
Key points:
- Scaling trends on cherry-picked benchmarks do not establish universal principles for perception, reasoning, or embodied intelligence
- The field needs to separate scientific evidence from research hypotheses and personal preferences
A representative academic critique of the "scaling is all you need" narrative, relevant to anyone following the field's methodology debates.
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