Pith. sign in

Paper Citation Record · LEDGER

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems

As of 14 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2606.04816.

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

pith.paper-citation-record.v1
2606.04816 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T05:51:28.335337Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T20:26:11.175716Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved44
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a6dedbd-2825-498e-ab5a-ad295c2128be · outbound

This paper cites Proximal Policy Optimization Algorithms.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Proximal Policy Optimization Algorithms

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-07-02T08:36:48.628673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:92236e3446150eb936d85f9d78ebef753126ea5b12212e8f2e3f69408c2878bd

Observation 01a0f7ab-165b-4f85-9f1b-79ff1d7db505 · outbound

This paper cites arXiv preprint arXiv:2509.22979 (2025).

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems arXiv preprint arXiv:2509.22979 (2025)

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T08:36:48.631792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:edc7c3b3bedff15d90da4dcfaa20dc8470f408302f6ac4cb1c6f888ade9790a3

Observation cc99f921-dde5-4905-8a04-de0d93c81d9a · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:2c7d1ab4e81e242e923dfd648938bc2ba74b63ab647c92af4fc8eeb8e7c1a427

Observation 876c0fbb-6525-45c0-b864-c09b23caf5fc · outbound

This paper cites Frontier filtering.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Frontier filtering

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:9484429c515e9b22e1f8cd18bc7242b85c45d9fa3959d9fabe9af470dbe1e7be

Observation 67fb63c0-3c60-4449-839d-b4c26ffb412b · outbound

This paper cites Do not omit, invent, or round any number.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Do not omit, invent, or round any number

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:9231ae17c2ae873fca0344a3f235e7a25ef900e9978a2e69c39fc2a8bd759fc4

Observation c7723136-f140-4d3f-a047-b49887eac3c4 · outbound

This paper cites No math symbols, variable names, or code jargon.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems No math symbols, variable names, or code jargon

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:e3a098954e98fa5a2b0504002014eae2d08686b593bba69f3f2d48dc3a02c85f

Observation 41acaf8a-1962-478c-878a-143f8430971d · outbound

This paper cites Truck 0 (capacity 50.0, fixed cost 70.0).

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Truck 0 (capacity 50.0, fixed cost 70.0)

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:a923db1ddc77040c0256c4d2436c5edb09f6a4f229c93072db23b684730e2304

Observation c54b3259-7787-46eb-a11d-6dcf89f42efb · outbound

This paper cites 3.4 pallets.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems 3.4 pallets

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:30907d72482d6d5a0a17aac49f0b6b3f34464aa9a4f16af5668d213ea4293435

Observation 21591e79-cebf-43a4-9684-3b3b6c8f1ee2 · outbound

This paper cites Use a tangible goods unit instead.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Use a tangible goods unit instead

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:c4918c3bdf005a08d43e9af60fef3b8939420af1210795bca52511c9f37144a5

Observation 7149953d-6593-40dc-be6b-fe61012f9e06 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:2d58c65caa1230061565c26052a042c0161e3b371d6429d51224c41f7ecd961f

Observation fc81984e-a6c8-4025-b5c6-dd5b9dacf533 · outbound

This paper cites No Markdown, no bullets/tables/dialogue/email tone.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems No Markdown, no bullets/tables/dialogue/email tone

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:d29ddfd5995b86a1057681388cf58d7a77da012c691d8e0a6abb628f4c26d061

Observation 88af0722-918c-491c-9544-ef329d6724e8 · outbound

This paper cites a capacity of 50.0.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems a capacity of 50.0

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:97e19448ee9c05678dc5950787a65acfc3e6fc140800879af259e69a5571ddc8

Observation 48eb12e7-6229-4f73-a488-1eed96d72927 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:85908070590f254d67750e9b5203cc22668e81d103414406dc63661f0a0e6e3e

Observation 7aba5ab1-c73a-464a-b581-22e233756cb7 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:9c5f64051b2b2e52388a7eab913b58868c8fe785c9eeabac54517c3ff7879b55

Observation ef358849-e280-46e4-ac9b-56decf20a6d4 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:e68273c12ba0de9ff6999948864f45ecba4ba9192fe203def2a5bd095eaed820

Observation 47dac5bc-92d7-466f-abdc-b9beb94e2585 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:4f00da0b59af4662edce58d199ecf476a003b95c1aba335ec943101490b22acf

Observation c4d751a6-0a97-40b1-85ed-21d49265763e · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:b33c94c10cf4feed731afed53b9090fc2a8e9091d2a59a8d6b952d92282ff93c

Observation 38e0bdcc-1a85-41b3-9f0d-7e0390cd02fe · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:a2e760b9c097930e2a4b7f797673d48f7dbd470489ab5ca07c3c41ef59da384e

Observation cde8a363-d341-4c69-bac9-c6928f75d389 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:6b70f2894fe16e3b8f6e5960a8294a872d6496d8fc4e4f2083b9ec83bca79032

Observation 84b5c156-e9ea-435a-9ac7-c38fc0bc181e · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:01ab2a79be5ba29255dde8deb22dbbee963a65d3c9352e35a948d2e9429c54f8

Observation fcde5fa7-2911-4c4a-ac3a-7530f67591de · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:5e38ab3dfdd1e0e1e2551a2e0f2cf6808bd5fb782cc6b3176a4681f3cf8cc9df

Observation 03308eaf-935e-4dfc-8fcf-e976866fed10 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:1aba99830a20a16dbe8cf9c5fe277192b60abc440c0354a3bcd323eab18c9075

Observation 9f1ab420-b5e1-4722-8e42-e38763dfb11d · outbound

This paper cites Do not delete, alter, round, merge, or restate numbers in a different form.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Do not delete, alter, round, merge, or restate numbers in a different form

Reference 23

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:0b953ceb8580d51bd14f0f1f82a68324baff68070d0f41091b9cf347e354a1df

Observation 4072618d-a5f1-429f-b211-8d2553b2f679 · outbound

This paper cites Do not renumber, reorder, relabel, or collapse depots, customers, vehicles, compartments, pickup−delivery pairs, or any other named entities.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Do not renumber, reorder, relabel, or collapse depots, customers, vehicles, compartments, pickup−delivery pairs, or any other named entities

Reference 24

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:48a3637d507b29e00087fd1f1b4c3e9979f8a512bec8e4d208eeb331f46f0de5

Observation 15ecd0f9-2116-4587-adbb-9681f33dc9fd · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:bec6e9f1473ce41ed208045854b180bd0c65219f84d1166d9d3d5e08e780228f

Observation 4aeeb63f-7c0b-4354-925b-d45fc739c895 · outbound

This paper cites This is condensation, not stylistic rewriting.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems This is condensation, not stylistic rewriting

Reference 26

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:d9ddfc58868e1befd8daa391d749324f901e85c93c01e54ed286ae744017f4a0

Observation b582674b-7396-4d88-91d0-98d367910aff · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:b90f00ec6442382d5b42cd98656ffa5c2e1c9ea360c551e0cb422eb78327e3c3

Observation 33a507d4-4596-4be0-a31d-d0a1163c99c1 · outbound

This paper cites each node has exactly one incoming arc and exactly one outgoing arc.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems each node has exactly one incoming arc and exactly one outgoing arc

Reference 28

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:da6dc0dcc8f0e90e06d97342a7e2ee73cf3a5d4475b4048dbdce209a254566d6

Observation 1f69f7ae-8738-4d8d-b116-832f924fc8db · outbound

This paper cites Remove tutorial tone, repeated reminders, and repeated restatements of the same requirement.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Remove tutorial tone, repeated reminders, and repeated restatements of the same requirement

Reference 29

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:3448699c500edcb48d0ce45b8564e76fd6f0672ed127c84888104e95b396828c

Observation ec45706e-7548-4830-9bda-145a94a5c3a2 · outbound

This paper cites Do not output bullets, markdown, JSON, XML, commentary, or surrounding quotation marks.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Do not output bullets, markdown, JSON, XML, commentary, or surrounding quotation marks

Reference 30

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:96291c4321e0def633e9850f6b8e1d5d530b4cc568c8237cae0e579b9a042b7d

Observation 483d08c6-e45c-4878-a16c-bd368f8cf5a4 · outbound

This paper cites Output only the condensed problem statement.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Output only the condensed problem statement

Reference 31

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:b2d81ef19794bf57e45cc36aa4a04f983f799f385d27f170cf87e4b7560230f7

Observation bfceef29-998f-4fc5-955d-e18186a82a77 · outbound

This paper cites no arcs into the start depot.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems no arcs into the start depot

Reference 32

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:aff5f37bbdb497883a4a3bba12284a238c0511179c4a64521c2f83794540e3cc

Observation c49c6a9a-8b43-4162-aac5-cc0983ad847e · outbound

This paper cites virtual depot.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems virtual depot

Reference 33

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:e3ce6639c45e10f4d7ae4ca8f2c122a8e4a276927c83934f493433650bd48539

Observation a4ca375d-e4b9-448b-b16c-1e8f8f94a2af · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:554657bda3d073a7e2d2dfba650d3b46a5fbf677f1bc399511856023cb55b893

Observation 145f235e-e2f8-4b25-9117-03c0ad375517 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:1b7b0f7f073429e3a3d9d5c9bb89eeeee1a9cb3a2b5fb9bf94ff49dc3ccb66a7

Observation b76ed50e-1ede-4467-b1af-1168f8cc6e5f · outbound

This paper cites Do not rely on any external mapping table.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Do not rely on any external mapping table

Reference 36

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:83edd7e46d47145f5a8b71b6e8182ed2f89679b78ffbe1395c0ae4a949d57586

Observation 27573af8-bc06-4ce0-a5d8-5cc3cc0a660e · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:e86fe409115d661f9115dbd4622f491cf4b4866bbd95ce566b2a02dc33b76b66

Observation 6899062c-f355-420f-a5e9-f9b7793fee80 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:59bc6951727d13d8c130f2a44ba5177c673a5e4d1549cb3e52c941a5e4db3db9

Observation 13317cf8-b4be-4493-824b-f2875c664098 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:7d49acb10548ca0a2cb81dff53db5cf3d17f0fbe9de95d7adf971caedbe0606e

Observation b33f0467-2c6a-4174-b669-b67e05de4759 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:a17bad757a766658e6b70d71f1f48a48e563c02563fdfef5f7f3410e429091ea

Observation 259f1885-b684-483f-bd04-815e4368d285 · outbound

This paper cites rewritten_nl.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems rewritten_nl

Reference 41

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:92b80af60d3c620f080385c67fe76c9b29e319e949fb33309b543c6d1e519d60

Observation e73e599d-6bd3-4e5d-ad26-70302d99229a · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:e69a03fe1fcf59353cf43e1e3d1ab01b2ea337024c8e1fdb132d53d0154ad5e7

Observation c8f13e03-c416-410c-939e-7fec538a257f · outbound

This paper cites It must call m.optimize() and return the model object.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems It must call m.optimize() and return the model object

Reference 43

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:0eceb3a04e6b35294ebe390e1ddf6d0bc47ff9c60f5872aa21187a9f29ce358c

Observation 0197a0f1-0414-4f55-ad14-8ee371b9195f · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:b74d756c7ddcc7b91a99d8eb12cfd5c37a2ba9001a22ae5489dcd15d3a1e2d01

Observation d6d11a9f-b667-406b-8d0d-293b72576a93 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:32a5896db460afeb809c9caae900f76ab56454092e3daab631509b5616e3b6a5

Observation 7ea385da-8772-4563-b760-2cf81c8d9d64 · outbound

This paper cites an unresolved cited work.

Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-06-28T05:51:28.335337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T05:51:28.335337Z digest=sha256:810174757173d446129432df7418d6d4f9da40832045f7b6f3fc16ce16d1ac67

Pith citing papers

Observation dde9e2c0-a1fc-4c5c-b4c1-0cabe855abed · 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 Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-01T20:26:11.175716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T20:26:11.175716Z digest=sha256:5110a247003e4213aecfbc9eeb4e026edb02b50f28f571eb855ec00e07c4b107