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Paper Citation Record · LEDGER

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

As of 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:390d9d86b337f7bc290f9e33c8bbf778b014e7b0c740454cbdfa2b823d7d8baa

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:8c32704a800f61a6b2c9cd1a6b721e38ff006527481d6ea0fe40ae934a45b512

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b3100bf97f44ef8210d38813e6e9ec052c8c7f2aae277c7e75e09cb71103ff4f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e07b55a59641bad4d71a6ceb97d80b9d885804e3bb0c7c3d58a29b50477c9680

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:28f4c7d89e1be5b712c4d8a862eabdcda7cad185123b5bba346e69656ceb30ba

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ecc35e8db204ffb3a3b42ca5c48410dc9f1c2985261b4f1454be3d8615927edb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3eb7f93c1343bdf9c486d356f67776716e36e3c49a91a71dbae43962f0d01e67

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:2cdb5908b19c0e2341f34f188217907910cf0092d7c0448009a6bb3f06e7a781

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:cd38a73f0fd8cf9acea1df3545d5144ac36723db1256b03969178e249553d540

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c08b95e52f665cf5823223dc4e77769fe9dea8a0e4096dfa67d3817d44ae7e5d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:f6375f95c162ea594a3265d99784700b6f09400b768a79cb9822342bfaa9244b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:8f645a7aed9dab2437d144e053582bc7ebc3da3fde868cd41af1c50b64ea34e3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4b192e6f5294c9cae172b72243fdaf646e610feba5da4e7ba07fb1e6d1e7550a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4fc13e859751da0ceb45c1d2cc1f0c52bc2aeac2110116a650ef4a0480ec1b7d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:9f71df3815a8e791f499941bf65330b56eb960230afea6a0fd6859b2d852c3ec

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:5d86ad14c5f934ecc32318f54063f7261a503263d1d12bd3e7b18846648e79b8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c975399590ddc05d7dc11181d4a01b34087fcce3e13087ad12cbcadd2012f148

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:59acdfe37148229578a22be2a1c90ffac631129f39d2e4853892856101c205c6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:29e59cfe0fee7b7e7c96229e1df855a57b6f0ed9d6fcd2603a3d8dfb6d462856

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e1ff6d547f21a12aa7fb51138713f44f390cdf1ad7f9a71a509d47bf2feb7dca

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:f7ba72bde11c65709c27c16da1408406ccef9420ca3e938f3831f643926cf8e2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:1c30d0909f51170c87e0e796431b4e4f49838da1887d781efb8a1030d02471ea

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e5c26bbbd99eb2264bba956f92dc77acb5212d22701fe75183f6d87dfacf507c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:33125a1dcc8ffb15627d9750b1eaf6e3b4c910f792ea1a7773bb57673bf852c6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e4075bcf139c740794a41a41fd32af502587256a18adbc5004844d98fb468ed6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:34c389a4aeff010f3e9845388fdf4aa4a0d79f1fae8762e8b6f383ccf9a19a61

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:1472806feca8b2fb1169f3e263fc853e1eb3e928f41aff9428a3ef99b48e1ce1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:d4802583aa5191d47f475444590abe494441b192198eed85241cefac01fb1e4e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4b23d41825930a3198fa08ff46e0b87beafdb9442d7961d7980758b881b2c993

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ad53766adf7653786f35f8c99ba1937691b3ff3ab25b61d3e76572d7ab1f9ba3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c745877700512a64ab6556f28ce0b026af49db5a1a3b67d871c1375413f9132d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:30554f54477ee9285be216b9306855d1426ef3011338a89bb9c9542060e8781d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b722e141f5d351c9f36daa7d4b6848448a47bfb3154349e8f1f1956914f69285

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:898dcbf928603d864128c52409757f63ebb55ed484f31fc5d586aca8104a6c96

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:5c91f6ac9b897aecb645088155d70b14eb8b797489199b7661bb37eb2ef8bf8d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:758fd7430f46aba4bc4038ca814e0261cf7cad9120b71b7049accd1f5ad6e7b8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:cba9219b51dffac3e36f232e6022b9fd3dcf6e0a339ae340803ad08952b2b275

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:f5554d28b50bfd98af3034d4c270d9087caf5ec150d1b606e1795db628789ad0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:59ae2cf5442e0d6d92f725787e958863ea3af047e97ce6065a7291093749eb2b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:71eb2af74d6002204d8c7b70bb4dedf31631ddfe553859b15ebe60e9c6a6040e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:7893ed576ff8f32cdf094440d39ef59a10e7fc1a7fd9e981676d66a855a8ae9c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b3dd64fc97c96abee041a8c79d2e819db299cf93ca6a8129971d58870cd76530

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3b93fa201a918ab1eab67746c71f7006fedac9df560eadb71c6332addb8aa9b1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:891d8dbadfb9e0532de468dc6fddc3b29040a9f38f674de88ddadfec20176043

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:d238a3ed0146f8a588c2dcdda86e878c8f722e2fea4e40214f4f22055327088f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:dd99c3f298700d3c5a6bcd3a4d1a1d5229211a7e0d304bae7b7a9856f1f7597f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:a4ea9f393ad527c919b544983f9981d66e2b45bc686b20943fb990d0d108da89

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:81a80bdca44a8d18f2707a9eb113ec415221d393324ad15822a08a6f527b81bd

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:96f55d005e051244a13e162e5efd5c3f4b5dab662e05f1bde380e705da7e4228

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:27657aa2d1de62b6109d5769feccac126171f43666745cbe0325d398193cac9e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:6892e5ebaad4ab928345090722e43c04b62c6057ef86b3e2c1de010cc88ab828

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3aa8a9bff1b248af1c2aeed693b78b04c38138bc0a04e5cd8d3218d9b3ace330

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:f783fe0fde0129985f508d405665ecec9926c89dfcc00a2ee002a9310d874c81

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:652c26cfaac35c9f0b81304cd2adea759dd733c17490f4e0bc4da7ec78b7bd1c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:80a5455bb47bd0349be1c58d0140d24f0f52216675448d46e2e468a88f9c67e1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:357aaf6c955b411712de96244a50d4ae7979ade7436b6d35182b59150daaa1fa

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:96d83429f7c5f70fd5d8d08caeb5320249c3b4fedd07939d68ac5a40b5cfce81

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:048cb3a1ea16c3f77c72077daa20090e43c84f443dc14c8d7a39b7d1c370fe20

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:aa1593ab9bd46f87400792027e7c594e7d452a8a2cb089cf6868fc4b5f3a72be

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:983988b0a69ad5088d7aecfb66389a7292e036f639460618ab5962b172a061c7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:378cd28b4208a74a9a38b78f0c23b04a4c83504bab7aa3f1089a2034c4653355

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:5572d5b4b5840aba9d576e7bea60eb1c7680335f9d1d18d5bdaf59d54cbcec27

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:952022144412de66b9f644f8b74efebb89c8c247d39e56429bd38415e95d6d91

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c6e80d74f276cc26c3fd342c41936223923a8f62427c76184d868a69f596ec12

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:9b20184984ccdacf6cf16abf6b10ff46454a3cc16e0aad642d9828b039117332

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:f5e75851d2018381b2d2af2e696a6ce248d781ea6c087138a71e6c65268079a9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:5a7fad2f1700fae2d760922ebc801f619b935d10245ab97f1b90f253de85026e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ebdd886edb40344f316117f8fa8b58e4c0067b31e27a46d28d7fd2e551b764b6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:d690acee917ce04eaad11564d9be4c7f151a2395924f1186cd3746e008ae627b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c2dea43bbbbf94bda28d98be8abeec251e62ccb05facbbc934c1e525a15aaf71

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:f8962894e535994fc8b6db1c4c8351fa3ae64900523ae08aacb8e5751f44c578

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:3a87367831ce45046e7a336e59e8ba48818c1980ca19140c8d82d8d3bbc1dcdd

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:fa5c8e338e306cff775e130403a06e4b0fb7601c1d17ed4bc9252f2d49937288

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:2e213fff418ac70e7bc5f698ba5faec3e96149cab4e7a6b1d78f5ed6bf5d1eab

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:c05e2df57389a1d15810f9aca67c31504866baf10892f28a0f26cd062ce9da7e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:80aec7e737ea9784499262d21395cc57a3cebd0c7d464fcaa6dad5ae70bc6401

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ad5dbb06210b6f11210ef0ab6b89a5bbbec28194f0cd004c63723c2a12f7b3dc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:21c4a13555c1b0d21583230071f99106799552511c79a157f27f41179cc50989

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e006e271be0491a4b3e97b6a2d21b0a9a50cec63fdf33c3d8ee1e0c1db3b0888

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4699fc63fe3701a218f7b67dfef9bc071ff306640921b6fcf432343a38760a7e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:2bb211d8395779adcf97d8283d74913a6c0a2d0f536dcf8a58b26f2cd52ebe79

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:0a13129d3d905afdd3715a536be0d6bbd93fde0104a7fddfe3b54fcd13df24c4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:fa1e5f1a489235f37c5bae50a6b549fb782eb54f85327b9f921529c166859e82

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b45e7adc05a9600dec4e46962d3130fc394d8c4809fccc283a3d644e778695ba

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:88c4cdcffd10bb8628b76f00718db18ba5fd2a0fe5da7ebd15af00fde72e00b7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:b386c9af63b6c760ad4745230be7b49970db80ed1b84d8a8a023a32f54917462

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:2cb6b9c990aa483e887d16f0846192c07c1e146fa2abef13c2bdfbd853a0a524

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ddaba8b0b1c19a8d443ac9978159afa3e44a2a827c285004afbf1e97ad2a633c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:91be19feb215483a882ce36a9475122ff82b381473b1ae27aad61061f29e945a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:ab3d0a0c75a09f281d74a2519e4c551cf6ac099f046b79064de7018fe954cbc6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:8e9a0311403f84376da1d966ef5f2f2acec15f112638401b2964d5a7364361bc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:18dad21fa3fc7026a919170ef477068f53f2c886fb256cd563efe3c02348cfcd

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:0c141d84e0d68533c4eaa1b084848a822f3db1d5c425b756717660c254037353

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:e3162fa3a4e328ba21f287fa9b1cf82f00f5df5b89da70eeb9ef114141b9ca69

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:41d1f95d876e8e6bd361e7b21c7efe8ff2d731c1b96276579842dde203fcc830

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-13T06:35:44.267579Z digest=sha256:4510a397b3310f2501e71f4c8975bc252647305eebd2ce217b8628e3bb8ccbfa

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:a2de3b48f32449cddfff9ceaa0e1b942b84d83e3a8cefbea7366eaa5e64bf84c