Can we develop better behavioural tests for consciousness in AI that are difficult to game?

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

• Can we develop quantitative or behavioral tests for consciousness in AI?question0.884
  Outstanding question about alternative or complementary assessment methods
• There exists no viable behavioral test for consciousness analogous to the Turing Test for intelligence, because consciousness is a particular internal way to achieve performance, not externally visible performance itself.claim0.872
  Paper identifies as a research gap requiring internal analysis methods rather than behavioral benchmarks
• Consciousness in AI is best assessed by drawing on neuroscientific theories of consciousness.claim0.861
  Central methodological claim of the paper.
• Superficial behavioral indicators of consciousness are especially vulnerable to the gaming problem in AI contexts because engineers can design non-conscious systems that manifest them.claim0.841
  Further motivation for preferring internal computational indicators over behavioral ones
• Tests of performance on specific tasks, including language modeling, are insufficient for determining consciousness statusclaim0.823
  Systems directly optimized for output can produce it without the prerequisite processes for conscious experience; simplest explanation for LLM consciousness reports is pattern matching
• Building AI systems with more indicator properties will increase the likelihood of consciousness.hypothesis0.811
  Guiding hypothesis of the rubric.
• We hypothesize that as AI becomes more sophisticated and pervasive, more people will attribute consciousness to AI systems as a result of interactions.hypothesis0.808
  Predictive claim about the trajectory of public consciousness attribution as AI develops.
• Because no one theory of consciousness is currently dominant, assessments of AI systems should draw on multiple theories and treat their conditions as indicators rather than definitive criteria.claim0.808
  Justifies the multi-theory indicator approach rather than committing to a single theory