Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-13T06:35:44.267579Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 1 inbound Pith citation observation for arXiv:2605.11738.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-13T06:35:44.267579Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T20:26:10.934913Z
A source-named dated measurement, never combined with another source.
Source: cited_works
96 of 96 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 11fdaec3-1cf0-46ea-ab27-7d506ef84562 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 583041d8-4206-4030-ae80-2bf6efd5fc8b · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 61674302-2e62-4863-bf8e-4b2fc64ab4dd · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0dd031e5-af64-4ce5-ad8c-3d9a59a57497 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5364d67f-bbe0-4f80-938a-a01a3ca235ff · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Important rules: - Do not invent missing business rules
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation aa277965-7a99-438b-b4b1-b78c23f666e8 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 95fb29a2-0b74-4166-b601-84bb49e3fbcd · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 079158c9-d83f-44f9-bbe9-c583f56b78a9 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1150fc3b-fe48-4c13-aafe-96bf56481508 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 76ea00da-6687-4263-b621-dea93a08be96 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 998f7931-7054-41d5-8b66-eba707e5119d · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 93b06264-e4ce-43fd-9ccc-84261ebf5676 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Do not emit downstream consequences of the same objective mistake as separate findings.,→
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 72b63200-0155-4eb0-a0b3-218fb9059dcc · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those belong to the implementation expert.,→
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3266f9cd-db1e-4602-a7a2-b04dd506c476 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 76648ca0-be71-4975-95ab-7dd711cdc2cd · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling A code path that merely compensates for a symbolic objective reversal should not suppress the primary objective diagnosis
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2cdeba5e-c330-48ab-8499-eb85a6cad41f · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 29f1de4b-12bf-4c80-adf2-fc3444d1ace1 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unusual objectives are still valid if the text literally states them
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d8bdead4-0ed6-4dfb-b8b2-fac1b222b8fe · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3d8409a8-8eb8-43a5-9a76-ea08e7aea4be · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4e3011f6-930c-441f-8162-bf3f978c31dc · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 56eebd7a-1249-4a22-9c80-67438ce457fb · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b4646303-0bcb-4123-821d-cb4ce5a7d43c · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 387181d5-8f34-4a36-b264-b594ffe0ee1a · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Do not split one variable-design mistake into several paraphrases.,→
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5349d11b-493c-4ce2-99e5-998307aac9ea · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those belong to the implementation expert.,→
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fb74aa2f-9e9f-4e30-944e-453c322694e2 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c731c26-504c-4bd9-a814-cdd490b134c2 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those are usually constraint or objective issues
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 812c80a8-c94d-492b-9e13-aafe63be39c6 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ 20
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f9d9806c-060b-4204-a1cc-6e2d0d2ca280 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6b9a7575-c23d-4580-9f95-78bf6a0678fd · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 764d4307-9bf6-4b5c-8325-f787627715dc · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Prefer`Relaxing a Discrete Variable into a Continuous Variable`whenever the text clearly implies counts, trips, assignments, facilities, or whole-number quantities
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 82bf04f4-7aa6-4c29-b9d3-29be6765a3bf · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cf9a6408-21b3-4da9-a924-b4ff6cc76386 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9e220965-4459-4e7e-8b71-e759f9a29dcb · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 03543b2b-3ef7-4fa6-bda1-41d36b872847 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling If the scalar variables faithfully cover the intended decision objects and there is no semantic loss, abstain
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 139a8abe-0b8d-4964-8bb0-4c2272198f3d · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 046f3b4b-652c-4556-8ec2-8edf5f9c8f60 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dee0bed1-b7c7-48f8-9bfb-d87f033a3c85 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ Output instructions: - Return at most {max_findings} findings, but prefer 0-3 unique root-cause findings
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e38f5c77-5810-4883-8ad7-5f4655d8efac · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a97b5d17-6049-4982-a7d5-8667e681b1d6 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0f685406-2d5b-41b7-9f80-03561abfc84a · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d6f65bfc-c956-43f6-98f0-4d543542d670 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e6db196d-5fd7-457f-a074-de02bb31f0b6 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5d12c409-8d39-4511-a8a2-47350d150288 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Do not report both a cause and its obvious downstream consequence as separate findings unless they are independently actionable.,→
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 30feef7d-c476-4b0c-8281-3b51b61f5cad · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those belong to the implementation expert.,→
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 54de81a8-80ed-4762-86e4-66b0664b51dc · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation deac2b97-66fb-402d-91ee-5ab21442364b · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation be1def1f-4101-40fc-ab3e-9010c53842b5 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fede6c51-3885-4c67-b9bc-198267792013 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e0ece63a-5bf2-4577-999a-0cd8e3f3967c · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1e1cecd6-2eae-4512-b7f6-dd6fc2d6763e · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Do not use it merely because a constraint contains the word `total`
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 23d0a1e0-8780-4970-ae55-2bae85b0a030 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bdfd20d0-4364-484c-b879-1d2b1320a37a · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0309babd-fa9d-4fd8-87c7-1fda294b43a8 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a91b6fa-26bd-467b-9d41-a23fc0527618 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those are capacity/coverage-style structure unless the issue is specifically a pooled-total aggregation mistake
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 89edaff1-4d8b-415f-8b04-774243beb056 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 796544c1-5acb-4ad7-b8a4-71d8cd200244 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Missing`x <= U`,`x >= L`, start-of-horizon, or end-of-horizon conditions should not be labeled as a generic business rule
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d1bf1bba-d3ce-4d52-9b35-7d26c8c57204 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6723c408-ac25-4bdd-9b26-0fbf34e52f32 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cb4c032d-4a32-4cad-bbab-fd3456c628ba · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b10afecb-bcdd-42e0-978e-c2fe0ff2a1cb · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling If the current model is a plausible literal reading and the concern is merely an alternative stricter interpretation, abstain instead of emitting a hallucination finding
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 68170fe0-d0ff-494e-9085-b1a077425307 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9be5dab4-48d1-4ae2-9e2e-dbb2d0c3c439 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d2d1f6c7-d0c9-4d96-bff1-92ff70fa3327 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling If`omega <= 0.35(total)`is rewritten as an equivalent linear inequality such as`0.65*omega - 0.35*alpha <= 0`, abstain
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dcf5c800-35d8-497c-a118-f8b4f41e3aab · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ Output instructions: - Return at most {max_findings} findings, but prefer 0-3 unique root-cause findings
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 446e2b4f-5d70-4309-9f5c-257a37a2d8c1 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 50527ea4-3f32-4220-a2ea-64f51f547ec0 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Emit an implementation finding only when the code changes the mathematical object, drops indices, uses the wrong API/domain, or otherwise breaks symbolic-to-code fidelity
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 03bd10fe-a40d-4209-bdb3-bc4ed2e0943f · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Record a dependency or note instead.,→
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 002d5718-8a6a-4068-9f33-6368d4fe1e19 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b4abeb2c-e1b1-4ec6-bb02-7d660fc8cc42 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c93b75ae-bb0c-4cea-948f-e53a1bebdd72 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 174e05f3-6a4f-40dd-b76b-ac1e6d8fdc05 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling For example, `minimize`with direct positive coefficients and an inactive post-solve sign flip is not an objective-sense error
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a9d8d98c-ecdf-426a-9b35-e41c2873cdce · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 25fb1d44-a13c-49a3-a70c-eaf10c76697c · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling A pattern of`c = -c_ref`, followed by solving, followed by`objective_value = -result.fun`for a maximize objective is a standard faithful wrapper, not a hallucination
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 309cbe63-9e15-4481-a094-7dc77b3b7b7d · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling minimize
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f2047dee-dfa7-46ec-8ab6-1d983fa6c14b · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6db88042-9d88-4c1f-bb93-877691949c92 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 708fb92b-edb0-4dac-b805-eed838c72141 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling code bug
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 711a1dab-e05e-4ff1-93c6-297210aa61ac · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9dc20010-1f07-4c53-afb8-2f31c18608d8 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Do not restate a symbolic modeling error unless the code introduces an additional independent divergence.,→
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d450e329-3332-489d-b405-038d0401c81a · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling In that situation, only emit`Wrong Objective Sense in Code`if the code also diverges from the symbolic model in an independently actionable way
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8792608e-900c-457e-afa3-d9219d3fb663 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3bbe7b7a-e595-487a-a163-b719e0d3232a · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ Output instructions: - Return at most {max_findings} findings, but prefer 0-3 unique root-cause findings
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fb50cb77-acf7-4bfd-9873-b6fb0c79a6ea · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 187cf877-e1bb-4631-a647-b00de23bcdb7 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8ef4fa12-0602-450d-8924-40302aabdefb · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2d54c94f-8d5b-4428-a04a-b12e91c346c7 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling objective term references undefined variable dimension
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bf4458e0-599f-4bda-acfa-a0fbca753f2b · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fcdd4b8e-786d-43fb-a3ea-a10404097a07 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 44d1281f-8609-458b-81c6-d16afec54dbf · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling - Prefer more specific subtypes over generic ones
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d69e4579-0672-4237-8d07-0006a8aaa786 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a65c30f-21a6-4e85-8f09-e77827f68b8d · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5bd464e1-48b2-42e2-83be-e4aa116f350e · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a96c4419-9a82-417f-9567-ec574fbb726f · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling 25 Stay faithful to the evidence
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 60549956-170e-4e7a-b077-5a39c3a3c2f1 · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c5762380-5c20-4dc1-980b-a615795e4fdc · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 46aaa3b1-3828-469f-abd9-eb9973882f3e · outbound
OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling exactly two
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6c1bc51b-673f-4676-b0f9-9346c2c1472f · inbound
Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.