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Paper Citation Record · LEDGER

Large Language Models for Supply Chain Decisions

As of 21 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.016811Z digest=sha256:52de4499370b5303a3e94c2a079a4b0791ddfa5502bb50b9725d74507b07e98c

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.085101Z digest=sha256:73bd0222a35fe4251034daa30cee4c5b3bdcfedc4978105fc90b819274689bb5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.179784Z digest=sha256:20391f1429d08b2a2661f5c57797611c7173a0060b90a933b71e45d1697da604

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.261193Z digest=sha256:abc76e45cee1c27620ac51c8c7654b2c11ff73ee8a127765f878811d44319655

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.349673Z digest=sha256:2360b3a3691971e36d0c5ead64227a65568fcb1335a3c70ba0a9beea77863473

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.433031Z digest=sha256:84705a08a97741188f7bf1018f19bff49b8d48e89ea3abb67c38415be09e03c5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.523265Z digest=sha256:df44bb22140c7a1a21e1c47a7f52fc0d498d79ee9c014909555e2c94ed3505d2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.636530Z digest=sha256:908b52b619a48a5e28305fcdc92138cef3db3c89f91f873fc2257fd143a260db

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:c99d1c7ea9f0ab0ed907f61063e1f0c8cd9aa343cd9ffe9d0874e7cdaad2e160

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.847406Z digest=sha256:f4d298cc95f7c75ca9514b898c126126abd14abce74cb850bc5c6a323c668708

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T12:43:32.950623Z digest=sha256:ef4cfa420dd4e59a228e43bae4bc4fe6f1df42cdf984726fdcaee805c171841e

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=sha256:3308c47690b02ca58e284b59fa771d2c632d9d57bfad107e8173acb1718f9e02

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:f262b67c9789fd625ea23bc1ec754423d8ef9ea82e588b7e51bd54bfbdd9e2a9

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=sha256:96d962981da665bbe0fcd95b2a5ef871970fda588fb8b20d71c5ad25720d34dc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-19T17:57:52.084110Z digest=sha256:a2bc04ad061afc38ee270fbbf4ece2878657151b8fb7514b23f9d0bb69d3b387

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-19T20:13:58.947901Z digest=sha256:14c019fb548ab7f5efca4818b9fcbf4797c5c6cfde7d5a94aec33f70a26244f4

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 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-05-22T09:49:10.591375Z digest=sha256:2088049ce0ee586533d96bf8f11645018fe06cb1710fc46860bf7c1c81418257

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 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-30T19:05:34.125856Z digest=sha256:8ba4401778ddb632e4a635c37fd7bb0e6322299c626552a30a78e0e8f9fb26ca

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 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-05-20T10:07:01.820644Z digest=sha256:1b0e99be4566ff5796123ecb11d6a4574fdd87a57b2668369d84ab64417893ed

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-30T18:21:03.906132Z digest=sha256:9f5f1cd5597f640dd3aaf38596a0f80dab8a1bb2ca12483e6187d7ebd5c42f59

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:cde72726cffd60fc4ca9c54930341096e00bd9c6ff3d4dc8326eb2d555cbc7b1