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Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs

Stale15h agoPending verification refs / 4 sources / Verification pending
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Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Signal Canvas APIPaper Proof PageOpen Build LoopLaunch Pack Example

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms

ready
Proof freshness
fresh
Proof status
unverified
Display score
3/10
Last proof check
2026-04-29
Score updated
2026-04-29
Score fresh until
2026-05-29
References
0
Source count
4
Coverage
67%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs

Canonical ID dual-track-cot-budget-aware-stepwise-guidance-for-small-lms | Route /signal-canvas/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "dual-track-cot-budget-aware-stepwise-guidance-for-small-lms",
    "query_text": "Summarize Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs",
  "normalized_query": "2604.25039",
  "route": "/signal-canvas/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
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs

PDF: https://arxiv.org/pdf/2604.25039v1

Repository: https://github.com/atharvadpatil/DualTrack-COT

Source count: 4

Coverage: 67%

Last proof check: 2026-04-29T20:28:59.130Z

Signal Canvas receipt window

Not build-ready: Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs

/buildability/dual-track-cot-budget-aware-stepwise-guidance-for-small-lms

Ignoreblocked

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.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

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

Freshness

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%

Hash state

Lineage hash

53dc0c081d8b275776547d9dcf47ed7f3a765f333f7f800a629dc552111b0641

Canonical opportunity-kernel lineage hash.

Signature state

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.

Blockers

  • Missing: references
  • Missing: proof_status
  • Unknown: proof verification has not been recorded yet

Pending verification refs / 4 sources / Verification pending

references

proof_status

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.
Open receiptAPI receiptBuild LoopPaper proof pageProof divergenceDivergence APIBrier outcomes API

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs

Overall score: 3/10
Lineage: 53dc0c081d8b…

Canonical Paper Receipt

Last verification: 2026-04-29T20:28:59.130Z

Freshness: fresh

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 67%

Missingness
  • - references
  • - proof_status
Unknowns
  • - proof verification has not been recorded yet

Preparing verified analysis

Dimensions overall score 3.0

GitHub Code Pulse

Stars
1
Health
D
Last commit
12/18/2025
Forks
1
Open repository

Claim map

No public claim map is available for this paper yet.

Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

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