proof blockPage 268%
This equation captures one of the core mathematical components of the system. selection at k=20 matches naïve evaluation at k=30 – 50, reducing token consumption by 35 – 60%.
Page and bbox are available; crop image is pending.
Select Smarter, Not More: Prompt-Aware Evaluation Scheduling with Submodular Guarantees explores An AI-powered evaluation scheduler that significantly reduces token consumption for prompt optimization with formal guarantees.. Commercial viability score: 7/10 in LLM Optimization.
Use This Via API or MCP
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/select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees | Route /paper/select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guaranteesMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11328"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Select Smarter, Not More: Prompt-Aware Evaluation Scheduling with Submodular Guarantees",
"normalized_query": "2604.11328",
"route": "/paper/select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees",
"paper_ref": "select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees
Subject: Select Smarter, Not More: Prompt-Aware Evaluation Scheduling with Submodular Guarantees
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
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Structured compute envelope
Insufficient data
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Dimensions overall score 7.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. selection at k=20 matches naïve evaluation at k=30 – 50, reducing token consumption by 35 – 60%.
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees
Paper ref
select-smarter-not-more-prompt-aware-evaluation-scheduling-with-submodular-guarantees
arXiv id
2604.11328
Generated at
2026-04-14T16:47:46.756Z
Evidence freshness
stale
Last verification
2026-04-14T16:47:46.756Z
Sources
3
References
0
Coverage
50%
Lineage hash
082f22f400c6126b1abe8e13771215362716bd256e27fb55db426170cc8538e3
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 / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. Let V ={1, . . . , N} be the training pool. At round t, the scheduler must choose St ⊆V with |St|=k
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. subject to |S|=k, where ut(i) ≥0 is the prompt-dependent discrimination utility, st(i, j) ≥0 is
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.