concept
active
concept:non-robust-heuristics

Non-Robust Heuristics

RL-installed behaviors that reduce non-compliance on training prompt but do not generalize across prompt variations

Neighborhood — ranked by edge-count

Concepts (1)

concept
  • Preference Locking
    associated_with
    Alignment faking potentially making model preferences resistant to further training modification

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.

  • Relational Heuristicsframework0.814
  • Cognitive psychology finding that humans judge typicality based on whether an outcome looks representative of the generating process, leveraged to explain why VS recovers diversity
  • Cognitive tendency to judge frequency based on ease of recall, contributing to preference for typical responses in annotation
  • Nielsen and Molich's method for finding UI flaws by applying usability heuristics.
  • Sentence-level pattern-matching heuristic counting regex-matched hits for six reasoning categories in chain-of-thought traces
  • Robustnessconcept0.716
    Ability to maintain function despite perturbations.
  • The functional solidity and working character of natural systems, arising from the fifteen properties.
  • Iterative procedure searching token counts in [50,100,...,1000] to find concatenation of (C)ARR satisfying IIT's Markov and conditional independence assumptions.