Redirected, Not Removed: Task-Dependent Stereotyping Reveals the Limits of LLM Alignments explores This research provides a novel, comprehensive framework for auditing LLM bias that reveals systematic mischaracterizations by current alignment practices, offering a path to more robust safety and fairness evaluations.. Commercial viability score: 7/10 in LLM Alignment & Bias.
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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/redirected-not-removed-task-dependent-stereotyping-reveals-the-limits-of-llm-alignments
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Agent Handoff
Canonical ID redirected-not-removed-task-dependent-stereotyping-reveals-the-limits-of-llm-alignments | Route /paper/redirected-not-removed-task-dependent-stereotyping-reveals-the-limits-of-llm-alignments
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/redirected-not-removed-task-dependent-stereotyping-reveals-the-limits-of-llm-alignmentsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.02669"
}
}source_context
{
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"query": "Redirected, Not Removed: Task-Dependent Stereotyping Reveals the Limits of LLM Alignments",
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"paper_ref": "redirected-not-removed-task-dependent-stereotyping-reveals-the-limits-of-llm-alignments",
"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 7.0
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