proof blockPage 1368%
This equation captures one of the core mathematical components of the system. A.5 Model Configuration For reproducibility, we set the temperature = 0, and seed = 5 (GPT-4.1, Pixtral-12B) or sample
Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts explores PolyChartQA, a new dataset and benchmark for question answering on multi-chart images, reveals significant performance drops in state-of-the-art MLMs, highlighting a critical area for improvement in visual reasoning.. Commercial viability score: 7/10 in Multi-Chart Question Answering.
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Canonical route: /paper/beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts
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 beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts | Route /paper/beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/beyond-single-plots-a-benchmark-for-question-answering-on-multi-chartsMCP example
{
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"arxiv_id": "2604.21344"
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"paper_ref": "beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts",
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}Paper proof page receipt window
/buildability/beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts
Subject: Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts
Verdict
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. A.5 Model Configuration For reproducibility, we set the temperature = 0, and seed = 5 (GPT-4.1, Pixtral-12B) or sample
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Receipt path
/buildability/beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts
Paper ref
beyond-single-plots-a-benchmark-for-question-answering-on-multi-charts
arXiv id
2604.21344
Generated at
2026-04-24T20:28:08.121Z
Evidence freshness
stale
Last verification
2026-04-24T20:28:08.121Z
Sources
3
References
0
Coverage
50%
Lineage hash
2e7116b0dbadaad9277e8dc9ebce761b58a4381c8ff971c221e8bfc44903395e
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
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Pending verification refs / 3 sources / Verification pending
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references
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A.5 Model Configuration For reproducibility, we set the temperature = 0, and seed = 5 (GPT-4.1, Pixtral-12B) or sample
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