Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe explores Deploy a teaching-driven refinement tool to enhance the capabilities of existing large language models.. Commercial viability score: 7/10 in AI Distillation.
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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/rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe
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 rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe | Route /paper/rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipeMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.13016"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe",
"normalized_query": "2604.13016",
"route": "/paper/rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe",
"paper_ref": "rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe
Subject: Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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/rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe
Paper ref
rethinking-on-policy-distillation-of-large-language-models-phenomenology-mechanism-and-recipe
arXiv id
2604.13016
Generated at
2026-04-15T17:01:40.348Z
Evidence freshness
stale
Last verification
2026-04-15T17:01:40.348Z
Sources
4
References
0
Coverage
67%
Lineage hash
df75c02a8a6aba22399f214b1a023a4df78df82835fb397fefafd214a5a86042
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.
Pending verification refs / 4 sources / Verification pending
references
proof_status
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. Let π₯= (π₯1, . . . , π₯π) denote an input prompt and π¦= (π¦1, . . . , π¦π) a response. We write π¦<π‘β
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This equation captures one of the core mathematical components of the system. Lsample OPD (π) = πΌπ₯βΌDπ₯, Λπ¦βΌππ(Β·|π₯) π‘=1 βsample π‘
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Lfull OPD(π) = πΌπ₯βΌDπ₯, Λπ¦βΌππ(Β·|π₯) π‘=1 π·KL(ππ‘β₯ππ‘)
Page and bbox are available; crop image is pending.
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References are not available from the internal index yet.