Unverified50% confidenceDecision RuleExact time
Visualization should serve decisions: first clarify the question to be answered, then design the views, avoiding piling up charts that lead to no conclusion.
1
Sources
50%
Confidence
Long-term
Relevance
10/31/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe challenges of visual reasoning go far beyond counting: spatial relation reasoning, causal visual judgment, and multi-step visual planning all require their own evaluation tools.75% similarUnverifiedThe role of a figure should not be to replace proof, but to open channels of understanding beyond proof—inspiring conjectures, revealing structure, and pointing the way for research.74% similarUnverifiedEvaluation settings (such as prompt format, whether chain-of-thought is allowed, image resolution, etc.) can significantly affect visual grounding accuracy.73% similarUnverifiedThe core capability of the Vision Analyze tool is region cropping and lossless upscaling: when the model finds an area unclear, it can proactively call the tool to draw a coordinate box on the original image and crop that region at the highest clarity to look again.72% similarUnverified应把最终画面的元素当成约束条件而非视觉建议，因为约束条件可验证而视觉建议模糊71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1120993API
curl https://kongchang.com/api/v1/knowledge/claims/1120993MCP
get_claim(id=1120993)