"We should avoid quotes around mental terms because there is no absolute, binary distinction between it knows and it knows—only a difference in the degree to which a model will be useful."

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

• All models exhibit above-baseline representation of the think word when instructed to think about itfinding0.779
  In the intentional control experiment, all tested models show above-zero cosine similarity to the think word's concept vector.
• "Continuum of cognitive capacities—no binary categories, no bright line separating true cognition from 'just physics.'"quote0.777
  Core tenet of TAME from Table 1; foundational to gradualist approach to cognition across all substrates.
• In some sense, this is the simplest language model we profoundly don't understand. And so it makes a natural target for our paper.quote0.776
  Articulates why a one-layer transformer with MLP is the appropriate starting target for mechanistic interpretability
• Everything is vague to a degree you do not realize till you have tried to make it precise.concept0.773
  Epigraph motivating the necessity of precise semantic specification in programming
• Intelligence and cognition exist on a continuum; modern bioscience offers no support for clean bright-line distinctions between cognitive and non-cognitive beings.claim0.773
  Anti-essentialism claim: questions like 'is it cognitive?' are scientifically unjustified; modern view must ask 'what kind' and 'how much'.
• Models more effective at recognizing abstract nouns than other concept typesfinding0.772
  Opus 4.1 demonstrates highest introspective awareness on abstract nouns (justice, peace, betrayal) with nonzero awareness across all concept categories tested.
• There is no clear bright line demarcating true cognition from metaphorical as-if cognition; cognition exists on a continuum.claim0.772
  Core TAME claim rejecting binary categories; supported by evolutionary biology and recent bioengineering.
• Imagine reading a textbook with no figures or tables. Our ability to knowledge acquisition is greatly strengthened by jointly modeling diverse data modalities, such as vision, language, and audio.quote0.771
  Load-bearing motivation for multimodal approach; frames the cognitive advantage of joint modalities.