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Paper Citation Record · LEDGER

Large Language Models for Supply Chain Decisions

As of 10 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 8 inbound Pith citation observations for arXiv:2507.21502.

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

pith.paper-citation-record.v1
2507.21502 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:43:33.175251Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:16:28.744905Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T15:05:47.331681Z

Reference resolution

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e174b405-8ab6-49ca-b6fd-4691d2b09835 · outbound

This paper cites an unresolved cited work.

Large Language Models for Supply Chain Decisions Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:43:35.101742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.016811Z digest=sha256:0d1205cc15c44d1c9cfec9d57e3b43074f95681ce419cf063a99f28718c8304c

Observation 7b172841-7668-4fb2-8cc7-a2ba11ca0cbb · outbound

This paper cites an unresolved cited work.

Large Language Models for Supply Chain Decisions Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:43:34.858236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.085101Z digest=sha256:12732ea121989171537d538657c59d270ea17fcdc51736c75d4b22087597bc63

Observation 22501847-88f9-4a7e-99ca-c386b26b1e8f · outbound

This paper cites How much r aw material of type T does supplier S have today?.

Large Language Models for Supply Chain Decisions How much r aw material of type T does supplier S have today?

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:34.701704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.179784Z digest=sha256:964ca006a21744b5b2cdc066fd2b9a8d2e72ba7df1c2b1fbbcd36b29a34a6001

Observation 5b738320-81d9-4df5-b362-87b40f518c60 · outbound

This paper cites What would be the additional cost if the overall product demand increases by 15%?.

Large Language Models for Supply Chain Decisions What would be the additional cost if the overall product demand increases by 15%?

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:34.477023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.261193Z digest=sha256:ed60fdefd42420f373461ca06d0be86b549277654a6b28c264bb1b175a4e02bd

Observation 19f67df8-efdd-4ce1-8714-5236797a9174 · outbound

This paper cites For example, a planner may receive real -time information that a specific manufacturing facility is down for seven days due to a winter storm in its area.

Large Language Models for Supply Chain Decisions For example, a planner may receive real -time information that a specific manufacturing facility is down for seven days due to a winter storm in its area

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:34.307546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.349673Z digest=sha256:c8b67dc0b8bcfd4302bdf9c00b2d7741ad1cb2836e477d163e9dc66e4853d7b3

Observation 9af6e313-9f87-4616-90b1-043642c6a2fd · outbound

This paper cites What is the cost increase if we dock a certain demand a week earlier?.

Large Language Models for Supply Chain Decisions What is the cost increase if we dock a certain demand a week earlier?

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:34.137770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.433031Z digest=sha256:806a7fed3b9fc6d433fcf129e94bb56b9042b916f1524b4023426134f132c51f

Observation 83670ac7-0bf7-4f72-bbc1-5408cef4b2bd · outbound

This paper cites In the chemical industry, supply contracts include not only pricing, quality, lead time, and risk mitigation information but also detailed regulatory requirements.

Large Language Models for Supply Chain Decisions In the chemical industry, supply contracts include not only pricing, quality, lead time, and risk mitigation information but also detailed regulatory requirements

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:33.906617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.523265Z digest=sha256:6f96c6b81d051f1e12493dbca2d21dad8854c1617147cc60392e28067b1f5209

Observation 06997165-ccf7-46ae-b2f6-6d1307670609 · outbound

This paper cites language.

Large Language Models for Supply Chain Decisions language

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:33.727630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.636530Z digest=sha256:f516ba0df89b888f5a07546e100d732ee6dce4934efc601fdd637387e7bbc768

Observation 5cd8e52b-9dbc-4539-8659-1a0e1a459d3b · outbound

This paper cites Large Language Models for Supply Chain Optimization.

Large Language Models for Supply Chain Decisions Large Language Models for Supply Chain Optimization

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T12:43:32.721547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:43:32.721547Z digest=sha256:aaa58973ce61ba12a52962946ef3defbafe37d7efa042ed06815ec59117250ba

Observation 76ed7704-d032-4c07-9f62-3f09c3174152 · outbound

This paper cites Efficient Cloud Server Deployment Under Demand Uncertainty.

Large Language Models for Supply Chain Decisions Efficient Cloud Server Deployment Under Demand Uncertainty

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:33.566190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.847406Z digest=sha256:f4c1a1534182f2aa56ed10ae1e3cfa6cbb9f20eb1ee702e7ba26d298c8876ead

Observation 1e7ebeb4-ab47-4c12-b2f1-44f1184953f0 · outbound

This paper cites How generative AI improves supply chain management.

Large Language Models for Supply Chain Decisions How generative AI improves supply chain management

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:43:33.404390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:43:32.950623Z digest=sha256:08de483bee4c6913efd57aeabc4c5490953d12fb5e55a8fee64800449c9fc32e

Observation 948aa755-9b37-45eb-a5a9-cf74715177bd · outbound

This paper cites Prediction-Guided Active Experiments.

Large Language Models for Supply Chain Decisions Prediction-Guided Active Experiments

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T12:43:33.038249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:43:33.038249Z digest=sha256:6da029f993fa68af8785d9740ebc86f7a8c727374430e151004efe28fd3a41b2

Observation d78d3784-cc8d-4a43-bd31-222a5b0741ff · outbound

This paper cites Small Language Models for Application Interactions: A Case Study.

Large Language Models for Supply Chain Decisions Small Language Models for Application Interactions: A Case Study

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T12:43:33.175251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:43:33.175251Z digest=sha256:dd6c38514d97d9ee57ec108255e94cc19bbfad633171e7ce71d0d6c4f6a623cd

Pith citing papers

Observation 09b4676c-68c9-476d-a813-2e49b750a024 · inbound

Validating Generative Agent-Based Models for Logistics and Supply Chain Management Research cites this paper.

Validating Generative Agent-Based Models for Logistics and Supply Chain Management Research Large Language Models for Supply Chain Decisions

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-05T15:16:28.744905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:16:28.744905Z digest=sha256:53fcd707bdcafa72502c847f5fda003e6a6b30e882f32df18576ab3ba451a207

Observation fe7721fb-0902-442e-ace2-dbf428c358b1 · inbound

GenAI-Driven Approach to RISC-V Supply Chain Exploration cites this paper.

GenAI-Driven Approach to RISC-V Supply Chain Exploration Large Language Models for Supply Chain Decisions

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-19T18:02:42.471654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T17:57:52.084110Z digest=sha256:b226ce304f8b576c9ca5a54a18b2ddb0f6bbd23f4ce9cf8e15cc0443f6661827

Observation f1034bc6-2ea6-4e74-a775-1fb961896f4e · inbound

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management cites this paper.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Large Language Models for Supply Chain Decisions

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-19T20:17:45.606875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T20:13:58.947901Z digest=sha256:63099fcf997fe23862113f742759a4f0cfa73a3d340966c98e949666268a4cdc

Observation fc79292b-37d3-4eb2-882a-4675887377c4 · inbound

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management cites this paper.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Large Language Models for Supply Chain Decisions

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-22T09:51:21.788948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-22T09:49:10.591375Z digest=sha256:5533b471bb891637b8ea67ed33f778775881a459899ddbfe85b62f1f3f016918

Observation 91c9369c-898a-4488-9394-01e4a2a5d6f5 · inbound

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management cites this paper.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Large Language Models for Supply Chain Decisions

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T19:15:01.116714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-30T19:05:34.125856Z digest=sha256:fcd1b9a039f60a06a519490e8b784bc4c0278da5bb7d0c3f28753ce2ec5dfebf

Observation bd1a7ecd-bf40-4cd0-86a9-1541e586ad31 · inbound

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches cites this paper.

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches Large Language Models for Supply Chain Decisions

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:08:12.188655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-20T10:07:01.820644Z digest=sha256:8c18354105950fde3e5e4359e0e271e4b26c1aed6c189aada53574ee8f30f75f

Observation 37ded63b-80c6-4fbc-9d11-0a25db3fdee7 · inbound

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches cites this paper.

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches Large Language Models for Supply Chain Decisions

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-01T15:05:47.333429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T18:21:03.906132Z digest=sha256:85fa8223980b2212c2118dd55ea992dc2c772eacd5592f806b9caf7a3580af79

Observation 84f3dcaf-bc9f-4e0e-95b0-e623d335467f · inbound

Strategic Buying Agents cites this paper.

Strategic Buying Agents Large Language Models for Supply Chain Decisions

Reference 52

Resolution
unresolved
no resolver link, observed 2026-07-11T14:49:14.436547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-11T14:49:14.436547Z digest=sha256:cd939a64ddeb217c9308854a99bbdddea1b2404c41d5dd6145c87cc41ce5fa57