M$^3$-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering explores A challenging benchmark for multimodal, multi-entity, multi-hop visual question answering to evaluate large language models' reasoning capabilities.. Commercial viability score: 6/10 in Multimodal VQA.
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Page Freshness
Canonical route: /paper/m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answering
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answering | Route /paper/m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answering
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answeringMCP example
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}Paper proof page receipt window
/buildability/m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answering
Subject: M$^3$-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering
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.
Receipt path
/buildability/m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answering
Paper ref
m-3-vqa-a-benchmark-for-multimodal-multi-entity-multi-hop-visual-question-answering
arXiv id
2604.25122
Generated at
2026-04-29T02:43:17.713Z
Evidence freshness
fresh
Last verification
2026-04-29T02:43:17.713Z
Sources
4
References
0
Coverage
67%
Lineage hash
9f4f660842607b21c74373642e478647ae1f8df8554f0d42354450a14c9ddbc6
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 / 4 sources / Verification pending
references
proof_status
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Research neighborhood
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Preparing verified analysis
Dimensions overall score 6.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. = |EI| + |EQ| + |Eq2| + . . . + |Eqs| = IP + TP + (s − = IP + TP + S − • G is the gold evidence, with each G ∈G containi
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Hop = IP + TP + S − C.2 Multi-hop Reasoning • A is the answer space, where each A ∈A is an entity from E.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Hop = |EI ∪EQ ∪ES| = |EI ∪EQ ∪Eq2 ∪. . . ∪Eqs| • Q is a question. Each ques
Page and bbox are available; crop image is pending.
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