The surface syntax of natural language don't offer much.

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• It has long been said that programming languages need more of the features of natural language, but it has not been clear what the desirable features are.claim0.819
  Introduction, motivating the proposal.
• In some sense, this is the simplest language model we profoundly don't understand. And so it makes a natural target for our paper.quote0.814
  Articulates why a one-layer transformer with MLP is the appropriate starting target for mechanistic interpretability
• That such a simple form-language could produce such powerful results, was remarkable.claim0.775
  Reflection on the eleven principles class, affirming that even a minimal form language can yield strong results.
• We shall only be able to reproduce versions and combinations of what can be 'reached' by that form language.quote0.774
  States that the form language delimits what buildings can be created.
• Alexandrian sequence and pattern languages can inform software specification writing.claim0.763
• a basic difficulty [of non-functional languages] is that they are very long winded, in terms of the amount one has to write to achieve a given effect.quote0.763
  From Turner (1982), cited to represent the functional programming community's view and then refuted.
• Natural Language Autoencoders (NLAs)method0.762
  Core unsupervised method for generating natural language explanations of LLM activations through a verbalizer-reconstructor pair trained with RL.
• Pattern Language patterns enable rather than prescribe: they are conditions, not commands.claim0.761