Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
Compared to this week’s papers
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 8/10
- Last proof check
- 2026-04-14
- Score updated
- 2026-04-14
- Score fresh until
- 2026-05-14
- References
- 0
- Source count
- 4
- Coverage
- 67%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
Canonical ID learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories | Route /signal-canvas/learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectoriesMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories",
"query_text": "Summarize Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories",
"normalized_query": "2604.11365",
"route": "/signal-canvas/learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories",
"paper_ref": "learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
PDF: https://arxiv.org/pdf/2604.11365v1
Source count: 4
Coverage: 67%
Last proof check: 2026-04-14T20:32:57.678Z
Signal Canvas receipt window
Watch and verify: Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
/buildability/learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories
Subject: Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
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.
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/learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories
Paper ref
learning-from-contrasts-synthesizing-reasoning-paths-from-diverse-search-trajectories
arXiv id
2604.11365
Freshness
Generated at
2026-04-14T20:32:57.678Z
Evidence freshness
stale
Last verification
2026-04-14T20:32:57.678Z
Sources
4
References
0
Coverage
67%
Hash state
Lineage hash
94ed3f907d5567d5d0348cc41f130e68760adcb6cf9c8c41472c09a925b33716
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: repo_url
- Missing: references
Pending verification refs / 4 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
Canonical Paper Receipt
Last verification: 2026-04-14T20:32:57.678ZFreshness: stale
Proof: unverified
Repo: missing
References: 0
Sources: 4
Coverage: 67%
- - repo_url
- - references
No unresolved unknowns recorded.
Preparing verified analysis
Dimensions overall score 8.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
No public claim map is available for this paper yet.
Startup potential card
Related Resources
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