claim
active
claim:esr-differs-from-the-hydra-effect-in-that-esr-involves-active-online-detection-and-correction-with-explicit-self-interruption-tokensESR differs from the Hydra Effect in that ESR involves active, online detection and correction with explicit self-interruption tokens
Distinguishes ESR from prior work on model self-repair
Source paper
extracted_from(2026) · Alex McKenzie · Keenan Pepper · Stijn Servaes · Martin Leitgab +5
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Papers (1)
paper
Concepts (1)
concept
- Hydra EffectcontradictsPhenomenon where layer ablations trigger silent downstream compensation, contrasted with ESR
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.
- Cross-domain analogy linking ESR to Attention Schema Theory
- We hypothesize ESR might be adversarially circumvented through targeted interventionshypothesis0.763Open safety-relevant question about whether ESR can be bypassed
- Prior finding from related work that aligns with ESR being strongest in the largest model tested
- Random latent ablation produces slight increase in ESR rate (3.8% to 4.2%), not statistically significantfinding0.743Control result confirming OTD ablation effect is specific to those latents, not a general ablation artifact
- Open security question about robustness of ESR-based defenses
- Core policy-relevant implication of the paper for AI safety
- Appending instructional meta-prompts to object-level prompts to deliberately enhance ESR in models
- Open question about developmental origin of ESR mechanisms