Paper Citation Record · LEDGER

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling

As of 6 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2605.02728.

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

pith.paper-citation-record.v1
2605.02728 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T18:55:28.204816Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T17:28:29.234725Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact12
verified fuzzy1
unresolved0
parse uncertain0
malformed identifier1
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 36d8d80a-cec3-4da8-8883-1cb8aca05842 · outbound

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

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling OptiMUS: Optimization Modeling Using MIP Solvers and large language models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:35.994617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3a1561dd-cb35-4620-84b1-9c9214297c7c · outbound

This paper cites OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:05:35.999030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 550447ea-6afd-4a38-b26d-be04589c30b1 · outbound

This paper cites OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T01:16:21.807158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 87ef9565-411e-437f-af9b-e6d3171378ba · outbound

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

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.017614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e76543b6-0a4d-4783-9e10-883534c33775 · outbound

This paper cites NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.028059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5cd49bdb-954d-4d5b-bd87-77a92646b5d0 · outbound

This paper cites arXiv preprint arXiv:2509.18180 (2025).

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling arXiv preprint arXiv:2509.18180 (2025)

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:05:36.076946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 78a23b54-0fe3-4598-bc67-99a7b128a2fc · outbound

This paper cites Chain- of-experts: When LLMs meet complex operations research problems.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Chain- of-experts: When LLMs meet complex operations research problems

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T03:47:21.796121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e1175280-730b-45e2-8d5d-2c2d52fb01a4 · outbound

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

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:05:36.038016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation baf26cf4-2721-4d8c-88d5-abee69d0feb0 · outbound

This paper cites Autoformulation of Mathematical Optimization Models Using LLMs.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Autoformulation of Mathematical Optimization Models Using LLMs

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.091327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b69d0e81-6f5c-4333-a60d-0631797cd1be · outbound

This paper cites LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.096535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 73ebbd87-7fa0-4229-986e-453a9edc817d · outbound

This paper cites LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.068245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c4686109-f0b0-4201-8baa-c71d46bf0683 · outbound

This paper cites OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.024243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8092d38b-1bae-4d02-8d96-04869a73c58f · outbound

This paper cites Abstract Operations Research Modeling Using Natural Language Inputs.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Abstract Operations Research Modeling Using Natural Language Inputs

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.053035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ad6c4593-9a24-4e21-ad60-965ae5c783a0 · outbound

This paper cites EquivaMap: Leveraging LLMs for Automatic Equivalence Checking of Optimization Formulations.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling EquivaMap: Leveraging LLMs for Automatic Equivalence Checking of Optimization Formulations

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:35.982893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8762a3a8-ddf9-472a-8a9a-a5d2941bd38d · outbound

This paper cites Large Language Models for Supply Chain Optimization.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Large Language Models for Supply Chain Optimization

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:05:35.957163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d9b9e911-7262-444c-ad38-59a23692abb6 · outbound

This paper cites Solving General Natural-Language-Description Optimization Problems with Large Language Models.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Solving General Natural-Language-Description Optimization Problems with Large Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:35.963137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 95ecf99b-d59d-4236-b7a5-d49d89b2728a · outbound

This paper cites From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:35.952923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4dace0f1-480a-4897-a124-1e13f9da1181 · outbound

This paper cites Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:35.977134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 849c7b68-c3cc-4caf-aa98-c94fe16d1f5c · outbound

This paper cites Langgraph.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling Langgraph

Reference 19

Resolution: malformed identifier; raw_fallback, observed 2026-05-26T03:47:21.800050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 28dbd001-321c-49db-8b9a-7e880156d3b9 · inbound

YUKTI: From Natural-Language Situations to Robust, Verifiable Decisions An Uncertainty-Typed Proposition IR, Assumption-Robust Pareto Frontiers, and a Regret Certificate cites this paper.

YUKTI: From Natural-Language Situations to Robust, Verifiable Decisions An Uncertainty-Typed Proposition IR, Assumption-Robust Pareto Frontiers, and a Regret Certificate ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-14T17:28:29.234725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.