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Paper Citation Record · LEDGER

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

As of 12 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 2026-08-12T06:34:41.77262+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=sha256:662fa00715d921720b0671b5dc9cd9d34eca125b1eff54465e04d647e218a1bd

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:f42946f90a1d808c897be79d0a519e31ce4a5dedf186a248eca106dfd22603d4

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=sha256:4766658fb64bcf8f763cf037d96b461d0bb93b27cabb582b86318382a055f5e3

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=sha256:117342db27d32193cc450bfbdc0eeb70d924a7d6526a3a428a23a96f714fae3c

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:a5d13ed3fa68a5370be6d5a6cc0255f49ad9ac7bf967c27bd79fa12372c34b1c

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:ceae1e5077e5a4aa5edd4d526397175c73afcd99a205a1dbdd97e05cc618b208

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=sha256:4dc2e53f76e2c053142c95604015c5e330b70e93c486181a069a77ec4b9ebb38

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=sha256:8b47059bccfc2cbf8ef897df7c8c09f4596d224a69e977b9d81bf5b973a9363a

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:d4efd9d06dc75b7213f4af72eeb4ff88b39b7f3d43176f2ed6791c9ac29124e2

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:da38be2af50d938d22572ec7a7333fcc62ee391639b0732d63dfcc978c0210a5

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=sha256:96ae3766ee25617c08c0f955fd89e5fe1bae03ea866487d09f2788086b0cc430

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=sha256:252ee82f9d697e5081c985a90b7efc5d64e39486ec0935d5c5c511a18e63269f

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:a3c900595fa5a566c4d3e0f823f53878d5b3e99843b5a91200d5df136816f2f6

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=sha256:16fe7a03a27a44de7463a05eb8d28268980297ad7eaecd4653519c56b685df43

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=sha256:0717a16ca027fe0d771be2d34edfb63c67cfde7110214124cc7e0f8749d21962

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=sha256:26653ca41630d8dff8ba6d73d54fddfd7039350cf5d81fd366f8894bf69b807a

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:e44502f49f4e66ca2fe103ff19017b42489a21ee57a1a22cfdc46262d96a039a

Pith citing papers

No inbound Pith citation observations are available.