963.mp4 File

: Tasks that show inverse scaling (performance dropping as models get bigger) often eventually show performance gains once models reach a sufficiently massive scale.

: The authors suggest that inverse scaling is often a "mid-stage" phenomenon. Small models might perform well by chance or via simple heuristics, medium models overthink or apply flawed logic, and only the largest models truly master the complex reasoning required. 963.mp4

: "963" is the internal model code for the Mercedes-Benz Actros II (MP4) heavy-duty truck produced since 2011. : Tasks that show inverse scaling (performance dropping