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Steering Instruction Hierarchies at Inference Time

arXiv cs.CL · 2026-07-30 Cached

Introduces V-Steer, a training-free inference-time method that edits cached value vectors to restore instruction hierarchy in language models, raising primary constraint accuracy from under 18% to 92% on controlled benchmarks with negligible overhead.

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#value-vectors

Do Value Vectors in Deep Layers Need Context from the Residual Stream?

arXiv cs.CL · 2026-06-03 Cached

This paper investigates whether deep layer value vectors in transformer attention need context from the residual stream. It proposes Bank of Values (BoV), which uses context-free token-specific value vectors in the last third of layers, improving validation loss and benchmark scores over standard attention.

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