For current LLMs, the overall credence in consciousness is driven as much by where theoretical credence is placed across levels as by how the evidence is read

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• The systematic behavioral shift of LLMs under self-referential processing conditions predicted by consciousness theories represents something more structured than superficial correlations in training dataclaim0.840
  The paper's claim that theoretical convergence across GWT, RPT, HOT, IIT makes the findings non-coincidental
• We hypothesize that 'consciousness' phenomena can be observed in the internal states of an LLM, specifically in its learned representations when analyzed as a sequence.hypothesis0.831
  Primary research hypothesis driving the entire study; operationalized via three criteria.
• I think it wouldn’t be unreasonable to have a credence over 50 percent that we’ll have sophisticated LLM+ systems ... within a decade. It also wouldn’t be unreasonable to have at least a 50 percent credence that if we develop sophisticated systems with all of these properties, they will be conscious.quote0.825
  David Chalmers' estimate of AI consciousness probability, quoted in §2.2.2.
• Can 'consciousness' be observed in the internal states of an LLM, specifically in its learned representations, particularly when analyzed as a sequence?question0.818
  The primary research question framing the entire study.
• It is plausible that ongoing developments in LLMs may lead to models or agentic systems built on LLMs capable of generating representations observed with 'consciousness' phenomena.claim0.818
  Forward-looking claim suggesting the methodological framework is relevant for future AI systems beyond current LLMs.
• LLM self-reports about consciousness and moral significance should express degrees of confidence and provide context.claim0.817
  Recommendation for companies on LM outputs.
• We hypothesize that potential 'consciousness' phenomena are preferentially associated with deeper transformer layers and the 2/3 layer of LLMs.hypothesis0.814
  Derived from observed alignment of promising cases with semantically rich deeper layers and the brain-aligned 2/3 layer.
• When LLMs claim consciousness under self-reference, is this sophisticated simulation or genuine self-representation, and how would we tell the difference?question0.812
  The paper's reformulation of the core open question after establishing systematic self-reports