963.mp4 Link

: This suggests that "hard" tasks for today's models might simply require more scaling rather than entirely new architectures. Alternative Contexts

: 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. : This suggests that "hard" tasks for today's

The reference most likely refers to the academic paper "Inverse Scaling Can Become U-Shaped" from the 2023 ACL Anthology , where "963" is its specific entry ID and a corresponding video file (963.mp4) is often hosted alongside it for conference presentations. Paper Overview: "Inverse Scaling Can Become U-Shaped" : "963" is the internal model code for

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