concept
active
concept:beyond-nlp

Beyond NLP

Extension of compositional methods beyond natural language processing to general AI and hardware

Neighborhood — ranked by edge-count

Concepts (1)

concept
  • Artificial intelligence built on compositional principles, including NLP and beyond

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

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

  • beyond cognitionconcept0.786
    Alexander's thesis that wholeness and the fifteen properties are objectively real, not artifacts of cognition, and are fundamental to physics and biology.
  • An unsupervised method for generating natural language explanations of LLM activations through a verbalizer-reconstructor pair trained jointly with RL.
  • The general, non-biological quality that Alexander claims exists in all material systems to varying degrees.
  • Core unsupervised method for generating natural language explanations of LLM activations through a verbalizer-reconstructor pair trained with RL.
  • Neural codeconcept0.722
    The model's parameters considered as the actual 'code' implementing its algorithms, as opposed to human-written code.
  • Training objective used for all neural network models in the paper; cross-entropy loss over predicted token sequences.
  • Neural Decodingframework0.698