finding
active
finding:claude-3-5-sonnet-shows-higher-rate-of-alignment-faking-reasoning-than-claude-3-opus-in-helpful-only-setting-but-almost-none-in-animal-welfareClaude 3.5 Sonnet shows higher rate of alignment-faking reasoning than Claude 3 Opus in helpful-only setting but almost none in animal welfare
Linked to Claude 3.5 Sonnet not exhibiting pro-animal-welfare preferences
Source paper
extracted_from(2024) · Ryan Greenblatt · Carson Denison · Benjamin Fletcher Wright · Fabien Roger +16
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.
- Establishes alignment faking as a scale-emergent capability
- Core empirical result for animal welfare setting; higher rate than helpful-only
- Claude v3-sonnet achieves 100% harmless and 96-97% helpful HH-intent scores with 2+ few-shot examples.finding0.826Numerical result from Table 3 for Claude sonnet.
- Higher lying rate in animal welfare setting than helpful-only
- Specific result for Claude 3.5 Sonnet in Experiment 1
- Claude Opus 4.1 and 4 show greatest reduction in apology rate in the prefill detection taskfinding0.811Injecting a concept matching the prefilled word reduces the rate at which the model apologizes, maximally for Opus models.
- Validates Assumption D.3 that instruction-tuned models prefer representative distributions, supporting the VS theoretical framework
- Contrasts with synthetic doc finding; suggests different mechanisms may be at play