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concept:task-specific-parameter

Task-specific parameter

Parameter specific to each task, e.g., task head.

Neighborhood — ranked by edge-count

Related by similarity (8)

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.

  • Parameter shared across all tasks, typically the encoder.
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    The paper identifies task difficulty as a key moderator: easy MMLU questions show performative CoT, hard GPQA-Diamond questions show genuine reasoning
  • Direct editing of model parameters, enabled by VPD's decomposition, for manual model editing.
  • An approach training agents to avoid unsafe pathways leading to deception, informed by Causal Influence Diagrams
  • The ability to generalize across tasks; lacking in latent methods.
  • Critical anchoring strength above which performance flips sharply.
  • The inverse precision (γ = 1/β) that scales the influence of expected free energy on policy selection, controlling exploration-exploitation balance.