Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
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.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 6/10
- Last proof check
- 2026-04-21
- Score updated
- 2026-04-21
- Score fresh until
- 2026-05-21
- References
- 0
- Source count
- 4
- Coverage
- 83%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
Canonical ID screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals | Route /signal-canvas/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signalsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals",
"query_text": "Summarize Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals",
"normalized_query": "2604.17714",
"route": "/signal-canvas/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals",
"paper_ref": "screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
PDF: https://arxiv.org/pdf/2604.17714v1
Repository: https://github.com/synthiumjp/validity-scaling-llm
Source count: 4
Coverage: 83%
Last proof check: 2026-04-21T20:33:51.070Z
Signal Canvas receipt window
Watch and verify: Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
/buildability/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
Subject: Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
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/screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
Paper ref
screen-before-you-interpret-a-portable-validity-protocol-for-benchmark-based-llm-confidence-signals
arXiv id
2604.17714
Freshness
Generated at
2026-04-21T20:33:51.070Z
Evidence freshness
stale
Last verification
2026-04-21T20:33:51.070Z
Sources
4
References
0
Coverage
83%
Hash state
Lineage hash
ac93e23c15d21a3d28081c3fa183ca31e2b339a376aad7dcf0e777cd45ebb3df
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
Pending verification refs / 4 sources / Verification pending
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals
Canonical Paper Receipt
Last verification: 2026-04-21T20:33:51.070ZFreshness: stale
Proof: unverified
Repo: active
References: 0
Sources: 4
Coverage: 83%
- - references
No unresolved unknowns recorded.
Preparing verified analysis
Dimensions overall score 6.0
GitHub Code Pulse
Key claims
Startup potential card
Related Resources
BUILDER'S SANDBOX
Build This Paper
Use an AI coding agent to implement this research.
Lightweight coding agent in your terminal.
Agentic coding tool for terminal workflows.
AI agent mindset installer and workflow scaffolder.
AI-first code editor built on VS Code.
Free, open-source editor by Microsoft.
Recommended Stack
Startup Essentials
Estimated $10K - $14K over 6-10 weeks.
See exactly what it costs to build this -- with 3 comparable funded startups.
7-day free trial. Cancel anytime.
Discover the researchers behind this paper and find similar experts.
7-day free trial. Cancel anytime.