Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms
- Proof freshness
- stale
- Proof status
- partial
- Display score
- 7/10
- Last proof check
- 2026-04-09
- Score updated
- 2026-04-09
- Score fresh until
- 2026-05-09
- References
- 18
- Source count
- 4
- Coverage
- 100%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
Canonical ID scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms | Route /signal-canvas/scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llmsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms",
"query_text": "Summarize Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs",
"normalized_query": "2604.06603",
"route": "/signal-canvas/scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms",
"paper_ref": "scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: 18
Proof: Verification pending
Freshness state: computing
Source paper: Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
PDF: https://arxiv.org/pdf/2604.06603v1
Repository: https://github.com/Maotian-Ma/SciDC
Source count: 4
Coverage: 100%
Last proof check: 2026-04-09T20:33:17.906Z
Signal Canvas receipt window
Ready for execution: Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
/buildability/scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms
Subject: Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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/scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms
Paper ref
scientific-knowledge-driven-decoding-constraints-improving-the-reliability-of-llms
arXiv id
2604.06603
Freshness
Generated at
2026-04-09T20:33:17.906Z
Evidence freshness
stale
Last verification
2026-04-09T20:33:17.906Z
Sources
4
References
18
Coverage
100%
Hash state
Lineage hash
ad00a23c28b3eaeb2d4ee13432bb361b00c1dd92e7fb423528d1c9bc69288ab8
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
- No explicit blockers are present in this receipt window.
18 refs / 4 sources / Verification pending
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
Canonical Paper Receipt
Last verification: 2026-04-09T20:33:17.906ZFreshness: stale
Proof: partial
Repo: active
References: 18
Sources: 4
Coverage: 100%
No missing fields recorded.
No unresolved unknowns recorded.
Dimensions overall score 7.0
GitHub Code Pulse
Claim map
No public claim map is available for this paper yet.
Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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