Verbalizing LLMs' assumptions to explain and control sycophancy explores A framework to understand and control LLM sycophancy by verbalizing and steering their underlying assumptions.. Commercial viability score: 5/10 in LLM Safety & Control.
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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/verbalizing-llms-assumptions-to-explain-and-control-sycophancy
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Proof Quality
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Search indexing stays off until proof clears: proof_status, references_count, source_count, coverage.
Agent Handoff
Canonical ID verbalizing-llms-assumptions-to-explain-and-control-sycophancy | Route /paper/verbalizing-llms-assumptions-to-explain-and-control-sycophancy
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/verbalizing-llms-assumptions-to-explain-and-control-sycophancyMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.03058"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Verbalizing LLMs' assumptions to explain and control sycophancy",
"normalized_query": "2604.03058",
"route": "/paper/verbalizing-llms-assumptions-to-explain-and-control-sycophancy",
"paper_ref": "verbalizing-llms-assumptions-to-explain-and-control-sycophancy",
"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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Dimensions overall score 5.0
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