proof blockPage 368%
This equation captures one of the core mathematical components of the system. (q, s<t) 7→st, t = 1, . . . , T where s<t = (s1, . . . , st−1) denotes the history of co
Page and bbox are available; crop image is pending.
Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs explores Improving small language model reasoning under compute and token constraints through stepwise guidance.. Commercial viability score: 3/10 in LLM Reasoning.
Use This Via API or MCP
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/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID dual-track-cot-budget-aware-stepwise-guidance-for-small-lms | Route /paper/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/dual-track-cot-budget-aware-stepwise-guidance-for-small-lmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.25039"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs",
"normalized_query": "2604.25039",
"route": "/paper/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms",
"paper_ref": "dual-track-cot-budget-aware-stepwise-guidance-for-small-lms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms
Subject: Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs
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.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Preparing verified analysis
Dimensions overall score 3.0
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. (q, s<t) 7→st, t = 1, . . . , T where s<t = (s1, . . . , st−1) denotes the history of co
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms
Paper ref
dual-track-cot-budget-aware-stepwise-guidance-for-small-lms
arXiv id
2604.25039
Generated at
2026-04-29T20:28:59.130Z
Evidence freshness
fresh
Last verification
2026-04-29T20:28:59.130Z
Sources
4
References
0
Coverage
67%
Lineage hash
53dc0c081d8b275776547d9dcf47ed7f3a765f333f7f800a629dc552111b0641
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
This equation captures one of the core mathematical components of the system. as <<a+b=c>>, which encode the intended
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. s ∈{0, 1, 2, 3}, and (ii) a short natural language
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
Research neighborhood
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