Self-Distilled RLVR explores A novel self-distillation method for LLMs that combines sparse environmental rewards with dense token-level policy differences for more stable and effective training.. Commercial viability score: 7/10 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/self-distilled-rlvr
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 self-distilled-rlvr | Route /paper/self-distilled-rlvr
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/self-distilled-rlvrMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.03128"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Self-Distilled RLVR",
"normalized_query": "2604.03128",
"route": "/paper/self-distilled-rlvr",
"paper_ref": "self-distilled-rlvr",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/self-distilled-rlvr
Subject: Self-Distilled RLVR
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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/self-distilled-rlvr
Paper ref
self-distilled-rlvr
arXiv id
2604.03128
Generated at
2026-04-06T20:12:49.631Z
Evidence freshness
fresh
Last verification
2026-04-06T20:12:49.631Z
Sources
0
References
0
Coverage
0%
Lineage hash
331f051617aee22ebf888c980e2891ab93df26e5bd567fdda35904aac37f4b53
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
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
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