finding
active
finding:ablating-26-otd-latents-reduces-multi-attempt-rate-by-25-from-7-4-to-5-5-in-llama-3-3-70bAblating 26 OTD latents reduces multi-attempt rate by 25% (from 7.4% to 5.5%) in Llama-3.3-70B
Primary causal evidence for dedicated internal consistency-checking circuits
Source paper
extracted_from(2026) · Alex McKenzie · Keenan Pepper · Stijn Servaes · Martin Leitgab +5
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Papers (1)
paper
Claims (3)
claim
- The 26 differentially-activated OTD latents play a causally important role in enabling ESR in Llama-3.3-70Bassociated_withsupportsCausal interpretation of the ablation experiment results
- Llama-3.3-70B exhibits internal consistency-checking mechanisms that operate during inferencesupportsCentral interpretive claim of the paper supported by causal ablation and activation evidence
- Core policy-relevant implication of the paper for AI safety
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.
- Evidence that OTDs specifically support meta-cognitive monitoring rather than general response generation
- Acknowledges incompleteness of the causal account, suggesting redundant circuits or nonlinear interactions
- Supporting finding showing ESR is driven by both higher multi-attempt rates and comparable improvement rates
- Demonstrates ESR can be deliberately enhanced through prompting in the largest model
- Multi-attempt improvement rate peaks at 83% around -1.0σ below threshold in Llama-3.3-70Bfinding0.812Shows slightly weaker steering allows more successful corrections, characterizing optimal ESR conditions
- OTD latent activation begins declining before verbal self-correction appears in the output in Llama-3.3-70Bfinding0.796Temporal pattern consistent with internal monitoring process preceding explicit self-correction
- Shows behavioral pattern of self-correction is trainable in smaller models
- Random latent ablation produces slight increase in ESR rate (3.8% to 4.2%), not statistically significantfinding0.786Control result confirming OTD ablation effect is specific to those latents, not a general ablation artifact