ReactBench: A Benchmark for Topological Reasoning in MLLMs on Chemical Reaction Diagrams explores ReactBench, a benchmark for evaluating topological reasoning in MLLMs using chemical reaction diagrams, reveals significant limitations in structural understanding.. Commercial viability score: 7/10 in Multimodal AI.
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Page Freshness
Canonical route: /paper/reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagrams
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 reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagrams | Route /paper/reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagrams
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagramsMCP example
{
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}Paper proof page receipt window
/buildability/reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagrams
Subject: ReactBench: A Benchmark for Topological Reasoning in MLLMs on Chemical Reaction Diagrams
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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/reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagrams
Paper ref
reactbench-a-benchmark-for-topological-reasoning-in-mllms-on-chemical-reaction-diagrams
arXiv id
2604.15994
Generated at
2026-04-20T20:23:35.165Z
Evidence freshness
stale
Last verification
2026-04-20T20:23:35.165Z
Sources
4
References
0
Coverage
50%
Lineage hash
68e4cf31721ba719f6972a481ee2c5d698e8133949b3bd795b95c96acce3f33f
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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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. { "category": "[Txt]", "text": "28.5% aq" } { "category": "[Mol]", "smiles": "O=S(=O)([O][Na])SCC1CCCO1" }
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. "smiles": "C/C(=C(\\CCO)SSCC1CCCO1)N(C=O)Cc1cnc(C)nc1N"
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. "smiles": "[O]C(CC1=CC=CC=C1)=O"
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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