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Which programming languages are most token-efficient?

4 months ago
  • #Programming Languages
  • #Token Efficiency
  • #LLM
  • LLMs have constraints on context length, making token efficiency in programming languages potentially important for software development agents.
  • Token efficiency varies significantly between languages, with dynamic and functional languages like Clojure, Haskell, and F# being more efficient.
  • APL's terseness is not token-efficient due to its symbol set, while J, an ASCII-based array language, is highly token-efficient.
  • There's a 2.6x gap in token efficiency between the least (C) and most (Clojure) efficient languages studied.
  • Typed languages with efficient type inference systems (e.g., Haskell, F#) offer benefits for LLMs, including rapid feedback via compilation and LSP.
  • Token efficiency could influence language selection for development sessions, especially if most of the context window is used for code-related tasks.