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The results provide preliminary causal evidence for localizing the internal computations that support exact bar-value reading in Qwen2.5VL-7B-Instruct and InternVL3.5-8B.
Observation-Aligned Supervision is proposed, which replaces latent variables with visually constrained quantities and improves observable-value recovery in both-executable evaluations and end-to-end recovery, while the contour study reveals a trade off between observation alignment and representational compactness.
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