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Do vision models know that three is three?

Paper recorded by Signals 4 on 2026-10-26 in cs.CV. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-26 on arXiv · recorded by Signals 4 on 2026-10-27

Category: cs.CV · 计算机视觉 · first seen 2026-10-27

Abstract

Do vision models encode the transition $2{\to}3$ the same way whether it appears in handwritten digits or in hand gestures, and do they "understand" that clean${\to}$dirty is the same transformation regardless of whether it is applied to a kitchen or a carpet? The linear representation hypothesis (LRH) answers this for language models: concept changes correspond to directions in (language) embeddi

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#125 most recent of 739 cs.CV papers we have recorded · ↑ newer: VibeVideoBench:Evaluating Multimodal Agents on Code-Driven Video Gener · ↓ older: FL4N: Feed-forward Latent Model for 4D Novel View Synthesis
Cite this page: Do vision models know that three is three?: the #125 most recent of 739 cs.CV papers we have recorded (as of 2026-10-26). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/do-vision-models-know-that-three-is-three.html
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