Bits-Per-Byte Language Modeling Score

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

• Bits-Per-Byte Metricconcept0.815
  Normalized cross-entropy metric used as language model performance measure on OpenWebText
• Bias in language modelsconcept0.726
  Features related to gender, racial, ethnic biases, slurs, and hate speech.
• Judge Model Scoringmethod0.722
  Claude 4.5 Haiku used to segment responses into attempts and score each attempt 0-100 for relevance
• Language Modelsconcept0.717
  Primary substrate for manifold steering experiments; demonstrates method on reasoning and in-context tasks.
• Language Modelconcept0.716
  Primary test domain for manifold steering, including reasoning and ICL tasks
• Autoregressive Language Modelingconcept0.711
  Training objective interpretable as optimizing a diverse set of tasks; thus subject to multitask scaling convergence pressures
• Tests of performance on specific tasks, including language modeling, are insufficient for determining consciousness statusclaim0.706
  Systems directly optimized for output can produce it without the prerequisite processes for conscious experience; simplest explanation for LLM consciousness reports is pattern matching
• Discovering Language Model Behaviors with Model-Written Evaluations (Perez et al. 2022)concept0.704
  Prior work studying sycophancy and desire not to be shut down in RLHF-trained models