This equation captures one of the core mathematical components of the system. value entry in a library L = {(xi →vi)}, where
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Thinking with Reasoning Skills: Fewer Tokens, More Accuracy explores This research proposes a method to reduce token usage and improve LLM accuracy by storing and recalling reusable reasoning skills, offering practical economic benefits for deployment.. Commercial viability score: 5/10 in LLM Reasoning.
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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/thinking-with-reasoning-skills-fewer-tokens-more-accuracy
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID thinking-with-reasoning-skills-fewer-tokens-more-accuracy | Route /paper/thinking-with-reasoning-skills-fewer-tokens-more-accuracy
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/thinking-with-reasoning-skills-fewer-tokens-more-accuracyMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.21764"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Thinking with Reasoning Skills: Fewer Tokens, More Accuracy",
"normalized_query": "2604.21764",
"route": "/paper/thinking-with-reasoning-skills-fewer-tokens-more-accuracy",
"paper_ref": "thinking-with-reasoning-skills-fewer-tokens-more-accuracy",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/thinking-with-reasoning-skills-fewer-tokens-more-accuracy
Subject: Thinking with Reasoning Skills: Fewer Tokens, More Accuracy
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/thinking-with-reasoning-skills-fewer-tokens-more-accuracy
Paper ref
thinking-with-reasoning-skills-fewer-tokens-more-accuracy
arXiv id
2604.21764
Generated at
2026-04-24T20:30:29.679Z
Evidence freshness
fresh
Last verification
2026-04-24T20:30:29.679Z
Sources
5
References
0
Coverage
67%
Lineage hash
8bc20050429ceebfa0085cdf17ac8b775a278d70856540c48514cb7aa7d1b8a9
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 / 5 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 5.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. value entry in a library L = {(xi →vi)}, where
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. vi = si and xi = Concat(qi, Ki). Concatenating
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This equation captures one of the core mathematical components of the system. θ, define Q≥θ = {q : T base
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