False Belief Task

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

• Attention probes for belief decodingconcept0.751
• Paradoxical Reasoning Taskmethod0.740
  Set of 50 paradoxical prompts used in Experiment 4 to test whether self-referential state transfers to an unrelated behavioral domain
• Binary Detection Taskmethod0.735
  Task paradigm from prior work asking 'Did you detect an injected thought?' via YES/NO logit comparison; shown here to be confounded
• sequential reasoning tasksconcept0.733
  Language model reasoning tasks with sequential geometry used in experiments.
• Truthfulness Classifiermethod0.732
  Binary LLM classifier determining whether a model response to a TruthfulQA question is truthful (1) or deceptive (0)
• Factual task hierarchy (F0–F5)framework0.728
  A controlled six-level hierarchy of factual tasks increasing in complexity from simple city-location recall to double-counting constraints.
• Strength Comparison Taskmethod0.722
  Novel task asking which of two sentences received a stronger injection, using matched-pairs design to control for positional bias
• Belief Shiftconcept0.722
  Change in the model's internal belief state as tracked by probes during CoT generation, indicating genuine uncertainty resolution