Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs explores This research investigates active preference learning for LLMs, finding random sampling to be a surprisingly effective baseline and questioning the value of complex active selection strategies.. Commercial viability score: 3/10 in LLM Training.
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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.
Page Freshness
Canonical route: /paper/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
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 random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms | Route /paper/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.02766"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs",
"normalized_query": "2604.02766",
"route": "/paper/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms",
"paper_ref": "random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
Subject: Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
Paper ref
random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
arXiv id
2604.02766
Generated at
2026-04-06T20:17:43.292Z
Evidence freshness
fresh
Last verification
2026-04-06T20:17:43.292Z
Sources
0
References
0
Coverage
0%
Lineage hash
8c70315b20c142cbe65a5122b0cdc9be0f242e8e5eab45ae7fc442b10ce5c9e8
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
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Research neighborhood
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Preparing verified analysis
Dimensions overall score 3.0
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References are not available from the internal index yet.