Damage Resilience Testing

Evaluation method where cells are permanently or temporarily disabled to test fault tolerance of learned circuits

Neighborhood — ranked by edge-count

paper

cosine ≥ 0.65 · no typed edge

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

Scale Resilienceconcept0.806
Meta-problem: alignment techniques may collapse under rapid self-improvement or extreme complexity
Risk Assessmentconcept0.733
Cognitive behavior of evaluating risk, exhibited by plants according to S&C.
Stress Responseconcept0.727
strawberry testconcept0.719
Eliezer Yudkowsky's benchmark for LLM awareness, mentioned as test that collapsed-awareness models might fail.
Tranquility test for room elementsmethod0.713
A procedure: stand in the place, ask whether each candidate element generates greater tranquility in you; keep if yes, reject if no.
Prompt Invariance Testmethod0.710
Testing five phrasings of the self-referential prompt to confirm robustness to wording variation
Behavioural tests for consciousnessmethod0.710
Tests like Turing test, Artificial Consciousness Test; argued to be unreliable for AI due to mimicry.
Activation Probingconcept0.708
Technique of reading out model beliefs from internal activations before the final answer token is generated