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Paper Citation Record · LEDGER

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling

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.

pith.paper-citation-record.v1
2605.11738 v1

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T06:35:44.267579Z

measured 97 of 97 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T20:26:10.934913Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

96 of 96 outbound references displayed

  • verified exact0
  • verified fuzzy36
  • unresolved59
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 11fdaec3-1cf0-46ea-ab27-7d506ef84562 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.568081Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:5bfab80c898852c22b58472310fbd3e314748b19ed52c8506b9c9d3d1bd3a31c

Observation 583041d8-4206-4030-ae80-2bf6efd5fc8b · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.572219Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:19847394946bb83b8b84918bc28502bb7442bb9a0eca15ff07696213873ab3f5

Observation 61674302-2e62-4863-bf8e-4b2fc64ab4dd · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.556249Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:acccd0880859625d599e9536c7350f2abee99fb89d65739b17764d46d1eb0d2b

Observation 0dd031e5-af64-4ce5-ad8c-3d9a59a57497 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.564052Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:5260fb0aab29b940bf886b85fba07a570798b9e0b629e198ccdd92884a7cc837

Observation 5364d67f-bbe0-4f80-938a-a01a3ca235ff · outbound

This paper cites Important rules: - Do not invent missing business rules.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Important rules: - Do not invent missing business rules

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.425204Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:70976b8eb108d4f886ec4ca0cd72f2bc7fece67133c18896c0750d9130fbc8c6

Observation aa277965-7a99-438b-b4b1-b78c23f666e8 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.439641Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ce00ed385642ad43f9935045c166e2879fcf95562f0d7912ff19dcceb1fb865a

Observation 95fb29a2-0b74-4166-b601-84bb49e3fbcd · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.378285Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:104af00bb61396e44ddc628a8544d676df84e7e353c05d7e72e527deba0f2cfa

Observation 079158c9-d83f-44f9-bbe9-c583f56b78a9 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.493675Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:fbf79d7e471cd0db1b4677697dca7e3305e279eff3b0b773e72ea55f3ae60a90

Observation 1150fc3b-fe48-4c13-aafe-96bf56481508 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.370638Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:49b2fdd29128b3107299839ae246b9193b4e54fa966b1334114f67a23a7a1940

Observation 76ea00da-6687-4263-b621-dea93a08be96 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.213722Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:150b91d07f13c4e15aa6ba1017a951c3535a71b6ad629c91d882e65ababaaaff

Observation 998f7931-7054-41d5-8b66-eba707e5119d · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.217376Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ce394bdcea506ab70cfb886bc560ecd2bbfd34088ec4d3bfd8c8c2c7bf90142a

Observation 93b06264-e4ce-43fd-9ccc-84261ebf5676 · outbound

This paper cites Do not emit downstream consequences of the same objective mistake as separate findings.,→.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.374559Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c92ad591341da4e008029a8b86891f8b0334334f759cc27ff600ea1213367ae9

Observation 72b63200-0155-4eb0-a0b3-218fb9059dcc · outbound

This paper cites Those belong to the implementation expert.,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those belong to the implementation expert.,→

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.342276Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:da75b25c017b1345e572099c8e0c540b6cbd0e4939cd30521abfe7bf27651f84

Observation 3266f9cd-db1e-4602-a7a2-b04dd506c476 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.206526Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:0bdfe759f5e212df00bfe105f8987cd6376ba0ad8b74c2b5a57b5510c2829d55

Observation 76648ca0-be71-4975-95ab-7dd711cdc2cd · outbound

This paper cites A code path that merely compensates for a symbolic objective reversal should not suppress the primary objective diagnosis.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.199496Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:dd48577e3d1e8ebebca978177659ecd43441e0b24b98a88c4777e0a7cec20ea3

Observation 2cdeba5e-c330-48ab-8499-eb85a6cad41f · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.203077Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:17bd0b1a342e27b0711d783c5d14951bae64069ff6c23277f10dbd979232042e

Observation 29f1de4b-12bf-4c80-adf2-fc3444d1ace1 · outbound

This paper cites Unusual objectives are still valid if the text literally states them.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.210216Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:89c2e88db7c6b2228341fe2db0872a01971d2ff3a8f11e76b34088e2a0a19611

Observation d8bdead4-0ed6-4dfb-b8b2-fac1b222b8fe · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.187896Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e589aed3657d87963a49eb5bfe35457e7df572dce00b4eaf77ca3bb3fd0c3e2b

Observation 3d8409a8-8eb8-43a5-9a76-ea08e7aea4be · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.191511Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:14a829782d393db1382a11d3244c8360a3322d6ac12b3abbb3c94568a5503b86

Observation 4e3011f6-930c-441f-8162-bf3f978c31dc · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.195534Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:abe44bc5c158cd4a188f480a4c28c26702a8f3e6f221a03f10771c135140e5ff

Observation 56eebd7a-1249-4a22-9c80-67438ce457fb · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.560156Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:16dbe9f0df6386b1dac57095dc67dd86ee6a002d47ba947cf9a031639621f0de

Observation b4646303-0bcb-4123-821d-cb4ce5a7d43c · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.552610Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c7711e82700341f1df744f5de604f86709867bf2f9d43d200b42b1d080fc65f6

Observation 387181d5-8f34-4a36-b264-b594ffe0ee1a · outbound

This paper cites Do not split one variable-design mistake into several paraphrases.,→.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.577002Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:1d67cf19acb2347ba7d3da2c1ac051b65221f7b02006d7d0c9044cfbfc300ff7

Observation 5349d11b-493c-4ce2-99e5-998307aac9ea · outbound

This paper cites Those belong to the implementation expert.,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those belong to the implementation expert.,→

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.228303Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:d4e2525abe8d7ae1ea5c65ad878c4eb11400af8019e1d49114c5b01cb2196718

Observation fb74aa2f-9e9f-4e30-944e-453c322694e2 · outbound

This paper cites → ,→ ,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.247106Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:9f200de872882b19ea6f9bfb3f7a4008cc35a0d73f435f67ecb8c530349838cb

Observation 7c731c26-504c-4bd9-a814-cdd490b134c2 · outbound

This paper cites Those are usually constraint or objective issues.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those are usually constraint or objective issues

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.459140Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:47773362c741152f0c1abf17280e82c0877e1580d79494522125883ad8b47c27

Observation 812c80a8-c94d-492b-9e13-aafe63be39c6 · outbound

This paper cites → ,→ 20.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ 20

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.485432Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:d18262d86e5599e6c60b9bb8202258a38de1b91251a14f4cbe913b756a6299ee

Observation f9d9806c-060b-4204-a1cc-6e2d0d2ca280 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.509821Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:a33b689c7628d47e1030b89c8e9ef9dbf3bd101167e9166136959898bd9214ad

Observation 6b9a7575-c23d-4580-9f95-78bf6a0678fd · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.477364Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:62142fa0688c2d2588e22d10a2c76f69609df98dbf2e642eb9f72064c333c2da

Observation 764d4307-9bf6-4b5c-8325-f787627715dc · outbound

This paper cites Prefer`Relaxing a Discrete Variable into a Continuous Variable`whenever the text clearly implies counts, trips, assignments, facilities, or whole-number quantities.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.354702Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:bfa6ba88c0fe5893ce07370283ca2c533816cdd40632d4301fa1d971d8acf7e7

Observation 82bf04f4-7aa6-4c29-b9d3-29be6765a3bf · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.455001Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:0eb7bec1ab89ba476aa7cf92794f0e9f1815f08f1f3965d1e47cef48a7430199

Observation cf9a6408-21b3-4da9-a924-b4ff6cc76386 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.316308Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:be1a5130a2926fe1c54f9c40e989e3ed6accf5bc0c93680dc823a32d544df945

Observation 9e220965-4459-4e7e-8b71-e759f9a29dcb · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.320061Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:edbef1c7c260b08da552a112bb361e7b6c9ca07f15269bef7d895bc758b1c62c

Observation 03543b2b-3ef7-4fa6-bda1-41d36b872847 · outbound

This paper cites If the scalar variables faithfully cover the intended decision objects and there is no semantic loss, abstain.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.324200Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:fbe7dbe0a4400243ecbf9357b8b20aa871fdb7f09b89d77e532f613869699280

Observation 139a8abe-0b8d-4964-8bb0-4c2272198f3d · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.335211Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4f73e70013c3d400eb91672eaafef64445931e68f5e90a7433d9ac819ea2ef8f

Observation 046f3b4b-652c-4556-8ec2-8edf5f9c8f60 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.301900Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ea5f1cb96bdcb41f8ee358baf7bb2025ed2c9bd85ed2f936748a8dad535cbba9

Observation dee0bed1-b7c7-48f8-9bfb-d87f033a3c85 · outbound

This paper cites → ,→ Output instructions: - Return at most {max_findings} findings, but prefer 0-3 unique root-cause findings.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.451107Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:936e938262e32a497d31da876e58fec975da5a461fa4ca51b4cd0f69f58ed606

Observation e38f5c77-5810-4883-8ad7-5f4655d8efac · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.309430Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:36f523e18ca51386d233e4031ef7e569cd0dbdbb31e3b4879600f1a5e48e5f54

Observation a97b5d17-6049-4982-a7d5-8667e681b1d6 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.286574Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:a1e0099a65b8042cca6c668a0e58ec4ccc53a136c83b7fa8a4c924a0a8adb714

Observation 0f685406-2d5b-41b7-9f80-03561abfc84a · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.298593Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e7974aa1b549088bede6f7b67e7459b448a6f339619c92cef9f4c467fcbaf5dd

Observation d6f65bfc-c956-43f6-98f0-4d543542d670 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.312980Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4da348f308f5c7a04f923449486ff37c6e8f53e4e056303b2ad545b67a950b27

Observation e6db196d-5fd7-457f-a074-de02bb31f0b6 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.338506Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:992ccc3a40eac01111d391e1cd4cffaa7e4c89d8783a9c933816cce32f94073c

Observation 5d12c409-8d39-4511-a8a2-47350d150288 · outbound

This paper cites Do not report both a cause and its obvious downstream consequence as separate findings unless they are independently actionable.,→.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.346765Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:1bcdfc0566a181b6f802c1d0c929d3803ec48a0d4189d58afaa8b32441ba1d8f

Observation 30feef7d-c476-4b0c-8281-3b51b61f5cad · outbound

This paper cites Those belong to the implementation expert.,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Those belong to the implementation expert.,→

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.367010Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:9c847ab377a3e14bcd01cdd12ce20c03eda134343c2407c16c68c113cf8b2c7b

Observation 54de81a8-80ed-4762-86e4-66b0664b51dc · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.473313Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:af030f8151c1a731f2681b615349fbcabe7d07f0cc1e802383ce4fe0621b9ecf

Observation deac2b97-66fb-402d-91ee-5ab21442364b · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.331751Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:fb1c827a5880b1e983f95649665bd605c2bc1667ae01f28520d1763135eba860

Observation be1def1f-4101-40fc-ab3e-9010c53842b5 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.536896Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:cf7c92a8404dc3f042450d96aedf91176b1f20d15046b8565d196c2feade281e

Observation fede6c51-3885-4c67-b9bc-198267792013 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.469666Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:7a8256940730b0457c7496d9e9e4406953a124adde3965cf3c2948bdc8336724

Observation e0ece63a-5bf2-4577-999a-0cd8e3f3967c · outbound

This paper cites → ,→ ,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.513625Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:acc36b80286a236a65a0e7ec4290912cb55fffa177735c38d9f2ea99d31c05b2

Observation 1e1cecd6-2eae-4512-b7f6-dd6fc2d6763e · outbound

This paper cites Do not use it merely because a constraint contains the word `total`.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.258633Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:179d43920e5e7f6a48abeca01b110097037557007961f3650f24fae64bd9ae4b

Observation 23d0a1e0-8780-4970-ae55-2bae85b0a030 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.282891Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:14512519dde49cf6c26de40beb416413c05d0075c92e12dc4edb6168be20b6e1

Observation bdfd20d0-4364-484c-b879-1d2b1320a37a · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.386719Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:916571be143daca0d78cef88a651408863893d40ef551effc97e615fea4daa78

Observation 0309babd-fa9d-4fd8-87c7-1fda294b43a8 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.390809Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c92b61a7bc69421ff7b0c161fca5d9ba74d1916f934ea1d231b3273d67449744

Observation 9a91b6fa-26bd-467b-9d41-a23fc0527618 · outbound

This paper cites Those are capacity/coverage-style structure unless the issue is specifically a pooled-total aggregation mistake.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.290479Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:101ea0f538d2f6b93d0bbd8d30a041aa57bb039819638089bb297007943a50b5

Observation 89edaff1-4d8b-415f-8b04-774243beb056 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.294602Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:257c27503c89cb9775a608f8ee84411f5786a0b2af495d1bca5e9808886b8f7f

Observation 796544c1-5acb-4ad7-b8a4-71d8cd200244 · outbound

This paper cites Missing`x <= U`,`x >= L`, start-of-horizon, or end-of-horizon conditions should not be labeled as a generic business rule.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.305324Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:bf1d820c851643cad6bca645ffd969ae168865ba18e73f31ec13f0950ddea4e7

Observation d1bf1bba-d3ce-4d52-9b35-7d26c8c57204 · outbound

This paper cites → ,→ ,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.328091Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:fae6d4e8cab35f9d7646cef349eab472aa5766a933d37bbb1ed7acfed23d5e27

Observation 6723c408-ac25-4bdd-9b26-0fbf34e52f32 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.350184Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:656abd36993b35005e6ea275235b6d763717bb15bb80bff08e2ce9b3738b5603

Observation cb4c032d-4a32-4cad-bbab-fd3456c628ba · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.273918Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:bcfc8f38d61a45175d03525dac4d186cfaee240cbdeb77516d9bde2f093faae3

Observation b10afecb-bcdd-42e0-978e-c2fe0ff2a1cb · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.254750Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:dce11bfe620f4171f103471b03557e5749dc8d65e43ec39e11fef2c9265cef4e

Observation 68170fe0-d0ff-494e-9085-b1a077425307 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.278922Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:33484e0a7313b0955b4f7943ce273470d48dbc85562252798401e99163016fe0

Observation 9be5dab4-48d1-4ae2-9e2e-dbb2d0c3c439 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.269836Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:87bd4e1f9301bb670001d9d6f9ce79a073dc6097329868feb9ce32dede8a7784

Observation d2d1f6c7-d0c9-4d96-bff1-92ff70fa3327 · outbound

This paper cites If`omega <= 0.35(total)`is rewritten as an equivalent linear inequality such as`0.65*omega - 0.35*alpha <= 0`, abstain.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.358724Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:57c2a60119d75be3fa85da677b0e402643343c03f577f285e009070279ba40cf

Observation dcf5c800-35d8-497c-a118-f8b4f41e3aab · outbound

This paper cites → ,→ Output instructions: - Return at most {max_findings} findings, but prefer 0-3 unique root-cause findings.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.394862Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c4998b723e60637a2bff1f66db31144c2319cf34302134a559a30213aff9138b

Observation 446e2b4f-5d70-4309-9f5c-257a37a2d8c1 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.382050Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:8ff25358d4d300dcd1697b36084215e17bcbcf252cc33225a504e6fe2f3f4a74

Observation 50527ea4-3f32-4220-a2ea-64f51f547ec0 · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.402354Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:692dfff89b8224b473bcfddb5b58df3bda4cdb20970367125ce73f020c6c5a27

Observation 03bd10fe-a40d-4209-bdb3-bc4ed2e0943f · outbound

This paper cites Record a dependency or note instead.,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Record a dependency or note instead.,→

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.517582Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:a57e536839470424900d1a4badcefdc095ef5b98ad6912a5043e46e6155564ce

Observation 002d5718-8a6a-4068-9f33-6368d4fe1e19 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.541479Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:a8e989cef84a16e3d1749f79abed9b4e37bd382b6538d8ede8f96f0349f95a4c

Observation b4abeb2c-e1b1-4ec6-bb02-7d660fc8cc42 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.545007Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:6dcd6da6736e9ebd53733836f8a0d1031fa0a4f37c8f94e5b0163bbdcea55963

Observation c93b75ae-bb0c-4cea-948f-e53a1bebdd72 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.447480Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3511f68fa93a708a68f8e304794e409c845920632b5403867ba9d8540a5c4a8f

Observation 174e05f3-6a4f-40dd-b76b-ac1e6d8fdc05 · outbound

This paper cites For example, `minimize`with direct positive coefficients and an inactive post-solve sign flip is not an objective-sense error.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.462754Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:16122f61b484ade3e5cc48c28f60e582c4d75f6ab0b846e093a5a57658c11f0d

Observation a9d8d98c-ecdf-426a-9b35-e41c2873cdce · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.506219Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:032b7e35e194a8b75b2fd9e31b52e8ee8cd20366ebc2eb93a94be2e69b458f9a

Observation 25fb1d44-a13c-49a3-a70c-eaf10c76697c · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.224662Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:33777534cfe8dc5d08cc6c5d07a6af57737f30a10081abf07293a1a3fd7dfe90

Observation 309cbe63-9e15-4481-a094-7dc77b3b7b7d · outbound

This paper cites minimize.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling minimize

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.220800Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:1e7500b50b8270cb40c054c60a2555753d54966a7e96f089c9e2419ccbd54f30

Observation f2047dee-dfa7-46ec-8ab6-1d983fa6c14b · outbound

This paper cites → ,→ ,→.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling → ,→ ,→

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.261845Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c8c177d28fdb3cb31afe2e31edb3dbe370d33522d959785e54d268ff8ff7c7dd

Observation 6db88042-9d88-4c1f-bb93-877691949c92 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.362890Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:968e035e0c4985f94dcca268c6c5559a66a56830846e9fbf3b671cb5f2802f64

Observation 708fb92b-edb0-4dac-b805-eed838c72141 · outbound

This paper cites code bug.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling code bug

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.490121Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4deae354f52fb31a2f8cc5aca9cf332bcd3f8106eb50122adc6ccc05b003e96d

Observation 711a1dab-e05e-4ff1-93c6-297210aa61ac · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.521252Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:df68b7f63b6829775216b73252e0b501162a9f7b433a5f564bb2ce18a132ad0f

Observation 9dc20010-1f07-4c53-afb8-2f31c18608d8 · outbound

This paper cites Do not restate a symbolic modeling error unless the code introduces an additional independent divergence.,→.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.525636Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:bf080262294f47a1a966b0463525581ca8ab7ae4e7b4f20d5e365e34ec969af1

Observation d450e329-3332-489d-b405-038d0401c81a · outbound

This paper cites In that situation, only emit`Wrong Objective Sense in Code`if the code also diverges from the symbolic model in an independently actionable way.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.481634Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3d8f7a3b9d81d9882ba76c49dc3081b7875dae025ec70fb1438ca0923d189236

Observation 8792608e-900c-457e-afa3-d9219d3fb663 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.529980Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:37d3003954aba34aceafcc384f7150b01febf5db8222748717127e9a6af6d2ea

Observation 3bbe7b7a-e595-487a-a163-b719e0d3232a · outbound

This paper cites → ,→ Output instructions: - Return at most {max_findings} findings, but prefer 0-3 unique root-cause findings.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.502760Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:0104873eaa1d28a654e9d8a01e8bfb44dcf545666556cdf201ff3afc971e15d8

Observation fb50cb77-acf7-4bfd-9873-b6fb0c79a6ea · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.238839Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:9e6b4d99116504ca7ae404427300cfdb6f9f8a4447fa511a37734006f5a3db9c

Observation 187cf877-e1bb-4631-a647-b00de23bcdb7 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.243071Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c5327d57d2f4d43a8a9b89ef51fc7743ec97914195dd1257eef03c5363fea4ba

Observation 8ef4fa12-0602-450d-8924-40302aabdefb · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.250643Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:8aa431631e3e7134767d9f769961f4a8c36c8f683ead3803d06f1b9df307b0f6

Observation 2d54c94f-8d5b-4428-a04a-b12e91c346c7 · outbound

This paper cites objective term references undefined variable dimension.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling objective term references undefined variable dimension

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.265868Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:338b2a142518c0e126eae0d611b6acb9f85b322c1a98416407ea6a9b45e3836d

Observation bf4458e0-599f-4bda-acfa-a0fbca753f2b · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.231437Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:d2dc0a42f59f25f23497ecf3c8dd29afd65857ffc298604e68f1a81bff5be850

Observation fcdd4b8e-786d-43fb-a3ea-a10404097a07 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.235362Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b10056b2b6674a7167b97d2f4e6d9d7bcedcbd789269a53dd9f3c560f260f3a2

Observation 44d1281f-8609-458b-81c6-d16afec54dbf · outbound

This paper cites - Prefer more specific subtypes over generic ones.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling - Prefer more specific subtypes over generic ones

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.435565Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b3be28324244b86708659c82dac4dca2d4a945882b7bf43c939fb69b00fd30ef

Observation d69e4579-0672-4237-8d07-0006a8aaa786 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.431137Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:0dbc5288365cc2ddeff1dcbf1ada168c8515fb1cd30f7535067e8205596fb477

Observation 9a65c30f-21a6-4e85-8f09-e77827f68b8d · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.398822Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c34815466d9a11b939c07489d6872b65368c2283759a281a27750173aad22a1f

Observation 5bd464e1-48b2-42e2-83be-e4aa116f350e · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.443838Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3cf44613ab659a7ca20d99d0bbfbaecb2165100d9cf264d47fbba1321e4c3c5e

Observation a96c4419-9a82-417f-9567-ec574fbb726f · outbound

This paper cites 25 Stay faithful to the evidence.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling 25 Stay faithful to the evidence

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T06:37:28.466194Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:243fbe8d05a79adf5d4bca08b9d13d3861655ffd8f58f771cbcea07cd5d8962c

Observation 60549956-170e-4e7a-b077-5a39c3a3c2f1 · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.548531Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e98325ef87ca25fddcabe212e148677dfc63700c53bcd0598799559e1d8abd82

Observation c5762380-5c20-4dc1-980b-a615795e4fdc · outbound

This paper cites an unresolved cited work.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-05-13T06:37:28.533438Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:6d67bb7bcb02e5bc57373d57903354981cf3b7d248c9a6fd3376da163ccff362

Observation 46aaa3b1-3828-469f-abd9-eb9973882f3e · outbound

This paper cites exactly two.

OptArgus: A Multi-Agent System to Detect Hallucinations in LLM-based Optimization Modeling exactly two

Reference 96

Resolution
malformed identifier
raw_fallback, observed 2026-05-13T06:37:28.498164Z

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.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:a1b4a08fb0a15f9046e99bd5b65d340add59b43323f2e3cece45715eb9e27a3b

Pith citing papers

Observation 6c1bc51b-673f-4676-b0f9-9346c2c1472f · inbound

Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-01T20:26:10.934913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T20:26:10.934913Z digest=sha256:696d977ef0577cdcb6f181e31fc115abde156b0a87322391804df24d99cf065a