method
active
method:probing-methodsProbing Methods
Top-down interpretability approach studying linguistic properties at various residual stream stages; contrasted with the paper's bottom-up mechanistic approach
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Methods (1)
method
- Diagnostic Probingrelated_toEarlier interpretability method applying classifiers to DNN hidden representations; shares complexity-accuracy dilemma with causal abstraction
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Interpretability tools that decode information from internal model activations; here, linear probes are used for data attribution.
- Technique of reading out model beliefs from internal activations before the final answer token is generated
- Method from Gurnee et al. 2023 for finding feature directions including individual neuron analysis
- Probing approach avoiding supervision to sidestep complexity-accuracy tradeoff
- Method of using base models (no post-training) to observe spontaneous self-referential behaviors without confound of memorized introspection language.
- Used to evaluate representation quality across VTAB tasks
- Behavioral explanation technique using amnesic counterfactuals by Elazar et al. 2020
- Method for assessing consciousness in nonhuman animals by identifying behavioral/anatomical markers from humans and extrapolating; proposed adaptation for AI.