Amnesic Probing

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

• Diagnostic Probingmethod0.783
  Earlier interpretability method applying classifiers to DNN hidden representations; shares complexity-accuracy dilemma with causal abstraction
• Probing Methodsmethod0.772
  Top-down interpretability approach studying linguistic properties at various residual stream stages; contrasted with the paper's bottom-up mechanistic approach
• Activation Probingconcept0.767
  Technique of reading out model beliefs from internal activations before the final answer token is generated
• Probesconcept0.763
  Interpretability tools that decode information from internal model activations; here, linear probes are used for data attribution.
• Unsupervised Probingmethod0.763
  Probing approach avoiding supervision to sidestep complexity-accuracy tradeoff
• Linear Probingmethod0.751
  Used to evaluate representation quality across VTAB tasks
• Sparse Probingmethod0.726
  Method from Gurnee et al. 2023 for finding feature directions including individual neuron analysis
• base model probingmethod0.720
  Method of using base models (no post-training) to observe spontaneous self-referential behaviors without confound of memorized introspection language.