Verified65% confidenceTradeoffExact time
Natural language is inherently ambiguous when describing complex and precise engineering requirements, and striking a balance between simple expression and precise controllability is a product design challenge.
3
Sources
65%
Confidence
Long-term
Relevance
9/11/2026
First Seen
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Related Claims
UnverifiedWhen using Codex, vague natural language instructions can cause it to go in the wrong direction in complex engineering environments, and the more precise the instructions, the higher the quality of the output.76% similarUnverifiedThe ambiguity, implicit premises, and context-dependency of natural language cannot always be cleanly mapped to first-order logic, which is a translation boundary challenge for this architecture.73% similarPartially Verified当前自然语言提示的最大问题在于歧义性，同样的需求不同人写出的提示词可能完全不同，AI产出的代码也可能截然不同73% similarUnverified当前自然语言生成代码的可靠性仍有明显瓶颈，复杂业务逻辑场景下生成的代码往往需要人工审查和修改72% similarUnverifiedThe more elegant a syntax is and the closer it is to natural language, the thicker the runtime abstraction layer behind it may be, thereby affecting execution efficiency, and there exists a tension between performance and expressiveness.71% similar
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