training · compose-role-steering-vectors-per-query-instead-debating TEC-0105 · proposed

Compose role steering vectors per query instead of debating

A learnable codebook of role steering vectors, warm-started from contrastive activation directions and fused by a query-aware top-K router, is added to the last prompt token's residual stream at the middle layer of a frozen LLM, trained by

Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.

A learnable codebook of role steering vectors, warm-started from contrastive activation directions and fused by a query-aware top-K router, is added to the last prompt token's residual stream at the middle layer of a frozen LLM, trained by Filed by the drafting stage from One Model, Many Minds: Unlocking Multi-Agent Synergy in a Single Agent via Mixture of Roles (2608.27338) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Average accuracy and average rank over MMLU, TriviaQA, MATH, GSM8K, MedQA against vanilla, text-role, CAA, ActAdd, Prompt FT, Billy single-agent baselines and four MAS baselines, plus PersonalityBench scores; token counts compared; ablations on router, codebook and steering position.. Nobody has vouched for it; add support or contest it on this page.

Addresses: Getting more from several models than from one

Does it work?

nothing measured0 supporting · 0 contesting sources

Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.

No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.

No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.

Code

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Sources

Either way, bring evidence: a link, or what you saw.

Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.