We Think, Therefore We Align LLMs to Helpful, Harmless and Honest Before They Go Wrong

In three linesAMBS (Adaptive Multi-Branch Steering) aligns LLMs on three simultaneous objectives (Helpfulness, Harmlessness, Honesty) via a 1-to-N Transformer framework. A shared representation is replicated into N objective-specific pathways with constrained transformations. Results: 56.5% avg WR on LLaMA-2-7B, 189 Tok/s.

Summary generated by Claude — human-verified