What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal explores This research investigates the internal mechanisms of steering vectors in large language models, revealing their primary interaction with the attention mechanism's OV circuit and enabling significant sparsification.. Commercial viability score: 3/10 in LLM Alignment.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Freshness
Canonical route: /paper/what-drives-representation-steering-a-mechanistic-case-study-on-steering-refusal
Proof data is outside the preferred freshness window.
Proof Quality
One canonical proof ledger now drives the badge, counts, indexing, and commercialization gating.
Commercialization rails stay hidden until proof clears: proof_status, references_count.
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Agent Handoff
Canonical ID what-drives-representation-steering-a-mechanistic-case-study-on-steering-refusal | Route /paper/what-drives-representation-steering-a-mechanistic-case-study-on-steering-refusal
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/what-drives-representation-steering-a-mechanistic-case-study-on-steering-refusalMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.08524"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal",
"normalized_query": "2604.08524",
"route": "/paper/what-drives-representation-steering-a-mechanistic-case-study-on-steering-refusal",
"paper_ref": "what-drives-representation-steering-a-mechanistic-case-study-on-steering-refusal",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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