proof blockPage 168%
This equation captures one of the core mathematical components of the system. ming pool” - “parties” = “a saddle” - “a horse,” with both
Page and bbox are available; crop image is pending.
Multi-modal Reasoning with LLMs for Visual Semantic Arithmetic explores Enhance domestic robot reasoning by grounding symbolic relationships in visual perception for improved decision-making and human-robot interaction.. Commercial viability score: 7/10 in Robotics.
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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/multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic
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 multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic | Route /paper/multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/multi-modal-reasoning-with-llms-for-visual-semantic-arithmeticMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.19567"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Multi-modal Reasoning with LLMs for Visual Semantic Arithmetic",
"normalized_query": "2604.19567",
"route": "/paper/multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic",
"paper_ref": "multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic
Subject: Multi-modal Reasoning with LLMs for Visual Semantic Arithmetic
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/multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic
Paper ref
multi-modal-reasoning-with-llms-for-visual-semantic-arithmetic
arXiv id
2604.19567
Generated at
2026-04-22T03:19:46.681Z
Evidence freshness
stale
Last verification
2026-04-22T03:19:46.681Z
Sources
3
References
0
Coverage
50%
Lineage hash
af67ede84fef98587bda4642c94e50a78bf242031e7993b1e915a3e41f7235c7
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
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 7.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. ming pool” - “parties” = “a saddle” - “a horse,” with both
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. πθold(oi,t|q, oi,<t) ˆAi,t t= i= clip πθ(oi,t|q, oi,<t) πθold(oi,t|q, oi,<t), 1 −ϵ, 1 + ϵ ˆAi,t
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. ˆAi,t = R(oi) −mean({R(oi)}n i=1) std({R(oi)}n i=1) Two-term Subtraction Task
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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