Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines

Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
References: 0
Source count: 4
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines | Route /signal-canvas/steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines",
    "query_text": "Summarize Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines",
  "normalized_query": "2605.31183",
  "route": "/signal-canvas/steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines",
  "paper_ref": "steering-llms-actually-sparse-autoencoders-can-outperform-simple-baselines",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines

PDF: https://arxiv.org/pdf/2605.31183v1

Repository: https://github.com/MikkelGodsk/SAE-labelling

Source count: 4

Coverage: 50%

Last proof check: 2026-06-01T20:22:29.966Z

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Ready for execution: Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines

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Subject: Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Steering LLMs? Actually, Sparse Autoencoders can outperform simple baselines

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