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Paper Citation Record · LEDGER

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process

As of 23 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2608.00015.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.00015 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T02:31:51.934903Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d00182c4-0c61-4622-937c-c34264c0ffc0 · outbound

This paper cites Ramamonjison, T.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Ramamonjison, T

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.881775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.881775Z digest=sha256:072e2b20b0e462debf1ea4158717e9ecd3ffb76153e093c1d63a534a187340be

Observation 99cb80cb-6835-4bb7-8b04-1aa25989a993 · outbound

This paper cites an unresolved cited work.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.886164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.886164Z digest=sha256:2c840d7ca96b95e5fcf05b8ef448d8060cdbd70e2ec399342a2f907bdaeceff3

Observation dfeefa2f-5c58-46e9-a43a-01cdc791de15 · outbound

This paper cites Izacard and E.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Izacard and E

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.889363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.889363Z digest=sha256:c2f9c013808800bc308f9d75140ed68dd9108bfb2811e9458e3fcc53e5e78a50

Observation a96748fa-7ca0-48a8-b901-64e8df4f1bd1 · outbound

This paper cites Karpukhin, B.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Karpukhin, B

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.892464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.892464Z digest=sha256:3acbb092216a827aee231becc5dca0f03ac8b5ac7b83dd7779a0560fdda2fcf8

Observation f82f0b66-cf9f-4e2a-9c7e-bca48ab076f4 · outbound

This paper cites Lewis, E.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Lewis, E

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.895645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.895645Z digest=sha256:9196a40ea4b249cc4ddbb51f1d7c0415944de253867b6b2b8c075002faa35ea2

Observation 7bfbc3ba-273d-4b7b-9d95-cbf78452e337 · outbound

This paper cites Reimers and I.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Reimers and I

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.899265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.899265Z digest=sha256:8a17fe98087040fbab5f6c4952b855ef26481ab9afc60750f4799ed855ee0791

Observation 4333ffdb-9206-4f27-b630-9c98c54aced5 · outbound

This paper cites an unresolved cited work.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.902681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.902681Z digest=sha256:4f46f1ca8ab22c9c5a4c355e5a9d8a55ecf77ec243612afd4ef874f5d6031ff8

Observation f9e716d3-4b48-4fea-b0d8-1b9d894e4cfb · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process ReAct: Synergizing Reasoning and Acting in Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.905634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.905634Z digest=sha256:6623a8250269781485e5c4c1278f9640ea911924f1717cd0992d072ae7076b81

Observation 44773237-5c69-4c68-b205-9f8e418f314d · outbound

This paper cites OptiMUS: Optimization Modeling Using MIP Solvers and large language models.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process OptiMUS: Optimization Modeling Using MIP Solvers and large language models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.909472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.909472Z digest=sha256:8135345dfd875d341946e1ef48adfc5848dbcdabb44d4d97ceaf79f78d759df1

Observation fd159e26-e3e2-406a-b3f7-dd70094838f4 · outbound

This paper cites Bradbury et al.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Bradbury et al

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.913101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.913101Z digest=sha256:f5adf667d9b15566ed43038807f048a7908bfb90f18c857a529d8f8cffaedb5f

Observation 4a32aa46-190d-4367-8953-70f508748d13 · outbound

This paper cites an unresolved cited work.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.915963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.915963Z digest=sha256:8f7766d14f3cc8c9666f5b140def749975113d63b97fb681d1cf4d7320fa1bb0

Observation e308eec9-e1c0-4951-9c82-13d42d589167 · outbound

This paper cites an unresolved cited work.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.918864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.918864Z digest=sha256:d9ce1e94bc80e305c9feef841ac8433e13c272d0a3ceb9c9a9aeac6202988f9d

Observation cbaafb65-75c1-41ce-8963-70d66ca538f5 · outbound

This paper cites Jeong, J.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Jeong, J

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.921828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.921828Z digest=sha256:b85f509b5475acb86269f87639b7e931f98ed2446839ea50417aaf94b7b95a92

Observation 5a9ff112-2b6e-4f97-b4b4-6d0b6085f0cc · outbound

This paper cites ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.925566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.925566Z digest=sha256:1d9d7e38b0f8e29fe1ac6442502d2531b2cb01cc6f4b332559c6f7dfa918293b

Observation e9e3aae6-e899-40ff-b971-15b26d7c73b5 · outbound

This paper cites Salminen, D.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Salminen, D

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.929094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.929094Z digest=sha256:053255dca58d567adbbbb0b4ca501ccbf85e34baaa0065f369f8852d3d536b41

Observation 2ef090ce-8a0e-4285-9b10-e15a7d088729 · outbound

This paper cites OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.931899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.931899Z digest=sha256:709c317e11a6af1f00a5e7d86edb2a3f13bcf655c27e5e50a0792cc6e76c50ef

Observation 1efd16ec-38ec-4b6d-bf15-94797b3a32c8 · outbound

This paper cites an unresolved cited work.

Optimization and Constraint Modeling using LLMs with a Retrieval Augmented Generation Process Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T02:31:51.934903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T02:31:51.934903Z digest=sha256:4f88bef43abc58aed2ad32b7abe2c642585a98649b7866511ba971bb9e210851

Pith citing papers

No inbound Pith citation observations are available.