autoregressive modeling

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

• Autoregressive modelsframework0.949
  Second model system studied; used to show why flat autoregressive LLMs struggle with long-range coherence.
• Autoregressive Language Modelingconcept0.900
  Training objective interpretable as optimizing a diverse set of tasks; thus subject to multitask scaling convergence pressures
• autoregressive persistenceconcept0.809
  Baseline persistence of any probe direction arising from the autoregressive nature of LLMs, not specific to emotion content
• autoregressive recurrenceconcept0.807
  Transformers are recurrent through autoregression because the K/V stream provides horizontal information flow across positions, even though each forward pass is feedforward.
• autoregressive parallelizationconcept0.804
  The training parallelization technique that latent methods are difficult to train with.
• Associative memory modelframework0.781
• Autoregressive model unable to converge to a single stored pattern for any finite β (Corollary 2)finding0.775
  Consequence of Theorem 3 and 1D no-order result
• Reasoning Modelsconcept0.764
  Class of large language models designed to produce extended chain-of-thought before answering, studied in this paper