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arXiv cs.CL
arXiv cs.CL
7/24/2026
Position: Natural Language Should Not Fully Replace Formal Languages

Position: Natural Language Should Not Fully Replace Formal Languages

Short summary

This position paper argues natural language should not fully replace formal languages because it is optimized for underspecification in open-ended contexts. The authors introduce a task-specificity framework and prove a specificity crossover theorem showing a threshold where expressing formal requirements in natural language becomes costlier than direct formal specification. They advocate hybrid systems that let users move across the specificity spectrum.

  • Argues natural language cannot fully replace formal languages due to inherent underspecification
  • Proves a specificity crossover theorem: beyond a threshold, formal specification is cheaper than natural language
  • Advocates hybrid systems combining natural and formal languages across modalities

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