proof blockPage 568%
This equation captures one of the core mathematical components of the system. middle school (N = 8), and high school (N = 7) instructional materials, totaling
Page and bbox are available; crop image is pending.
SciEval: A Benchmark for Automatic Evaluation of K-12 Science Instructional Materials explores A benchmark and fine-tuned LLM for automatically evaluating K-12 science instructional materials.. Commercial viability score: 7/10 in AI for Education.
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Page Freshness
Canonical route: /paper/scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materials
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materials | Route /paper/scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materials
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materialsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.25472"
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}source_context
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"query": "SciEval: A Benchmark for Automatic Evaluation of K-12 Science Instructional Materials",
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}Paper proof page receipt window
/buildability/scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materials
Subject: SciEval: A Benchmark for Automatic Evaluation of K-12 Science Instructional Materials
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 7.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. middle school (N = 8), and high school (N = 7) instructional materials, totaling
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/scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materials
Paper ref
scieval-a-benchmark-for-automatic-evaluation-of-k-12-science-instructional-materials
arXiv id
2604.25472
Generated at
2026-04-29T02:43:07.147Z
Evidence freshness
fresh
Last verification
2026-04-29T02:43:07.147Z
Sources
3
References
0
Coverage
50%
Lineage hash
0daeadf97a8148ecf1d730cd734f0a5aedf39f43d57809593bc20828e4ec486b
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. slight agreement: Cohen’s κ = 0.227 (95% CI: 0.12–0.34), with κ = 0.327 for the
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. xc xc+1 xc+2 xc+3 · · · xT −1 xT | {z } supervised: mt= x1 x2 x3 x4 x5 · · · xc−3 xc−2 xc−1 | {z } masked: mt= Mask defi
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