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Paper Citation Record · LEDGER

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance

As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2507.17273.

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

pith.paper-citation-record.v1
2507.17273 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:56:30.262823Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

46 of 46 outbound references displayed

  • verified exact1
  • verified fuzzy3
  • unresolved40
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 092ad143-8d09-496e-8148-648951523162 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 1

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 20c539c2-8174-44c8-a100-0041de3cadac · outbound

This paper cites Agalianos, S.T.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Agalianos, S.T

Reference 2

Resolution
malformed identifier
doi_truncated, observed 2026-08-06T14:56:30.306486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation fc1bf0f1-01bd-4a17-9ef9-5aae8c93fdf3 · outbound

This paper cites Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.122134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 40d676d7-ef52-4545-89b3-7e560739825d · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 4

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 187f9c2e-d31d-4053-a94c-f50188b8837c · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 5

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e7dba791-b1a9-4d15-a081-0fedb244c967 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Evaluating Large Language Models Trained on Code

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.133018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b3a1fdcf-951c-453c-bbf1-d61228299aad · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.788817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6a6067b9-a2c5-4274-b75d-6693ed7cf9c0 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.778856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 98b363e4-78e7-443a-8cf3-029d19875f49 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.769165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1a885f4d-b836-4843-b3bd-617a42a3fb3f · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.146070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:56:30.146070Z digest=sha256:a0b996c003074cc420677ca0a5e5c2a5cd80efe165cc8b27a1f05f599d45fd58

Observation 2e6cfe07-1483-4442-a638-5c3541954750 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 11

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e0291a52-1d92-4751-ad4c-d0e82c69bba7 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.152658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:56:30.152658Z digest=sha256:71af6f837759e942abb830e1719511f953574d9fe6b60a5f47ef54274f67fb6c

Observation aa48f228-3701-4bd1-8bbe-4ea2e9cc20da · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.741619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e3c4b8f8-303d-48ab-83c0-ea45a1c26a9c · outbound

This paper cites Large Language Models Can Self-Improve.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Large Language Models Can Self-Improve

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.158764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:56:30.158764Z digest=sha256:5ec22c3a664a2ec025b057d89b18cfdb70d4a771f6c8af68f67c42c053b9d745

Observation aa8fab9c-f919-439f-8600-31ac5d2927ef · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.730163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d553a743-1359-45bd-97b2-dfd1c9969fb8 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.718874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b6554389-11db-44fc-8963-44c60b2bd4cc · outbound

This paper cites KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.168647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fc682dbc-41d5-406d-8a2e-9293369969f6 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.709822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c991f7e6-f83b-45f0-8b20-0c889f99cb50 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 19

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 16984bc4-b5a8-4d13-8dc9-fab95f580500 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 20

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 79394e37-3e81-49d3-b4a7-ed1ed6a43df0 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 21

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c41356ae-4370-47dd-a892-aacca2a9e689 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 22

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 5badcee4-47d1-4717-8878-c624a2ae323c · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.640740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c2575299-7b37-4235-8ac1-8b6d382df842 · outbound

This paper cites Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Reference 24

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5c55543d-def2-47ba-932c-899b2db26582 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-06T14:56:30.201248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:56:30.201248Z digest=sha256:86f84a74266306fcf29fee7baa118df5550549b3f1d98f15ddc438f1fe15c25b

Observation 2ba92c37-167b-491b-b73b-3c7ad1b269c6 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 26

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a80909a7-0e4d-4430-b503-64a738a91328 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 27

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation dfd76624-5c2a-478e-80bd-a5b260b977ec · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 28

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 12dcf41a-ff5a-445d-99b0-6b06bcffb176 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 29

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d261aef0-c577-4177-9061-785d552c9f99 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.588689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f93cfcb7-12ee-402a-ace9-f7f003707705 · outbound

This paper cites Large Language Models and Knowledge Graphs: Opportunities and Challenges.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Large Language Models and Knowledge Graphs: Opportunities and Challenges

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.220706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation be253dd0-0613-4ead-a363-27382672e918 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.578116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 5e7bbaac-901f-4bd4-b4cf-269aa3678714 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.568962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 46f73d24-88c1-4863-81a2-adc1ecd8e9b4 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.559276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 34f39840-b4e1-4ca9-bd17-9d1af3bf2dea · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.549415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 12178b7f-66fa-408d-abcd-431237140b3f · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.539790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4a2209c2-9493-40ec-945b-cabf5a392ea6 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.529722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:56:30.239407Z digest=sha256:1f2a8ce6f986b43ce566a0afde224419f5a932da94ed8196d59ed234bd4bac99

Observation 01fa9af5-3685-4643-8b45-52d03343be53 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance ReAct: Synergizing Reasoning and Acting in Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.245781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 727fda70-e9b2-4f52-bab6-1f61be389c20 · outbound

This paper cites A Survey of Large Language Models.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance A Survey of Large Language Models

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T14:56:30.249329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:56:30.249329Z digest=sha256:3f8f63c692fe2e3ca0ba63d33527599747aaaf707c5d91b887ab25dd50b098f7

Observation 223fb031-9190-4a8c-91c3-ab7280073fa1 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.509398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1ac9f637-1343-4c9f-a769-d5e5874b9597 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.489587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:56:30.259477Z digest=sha256:f9775e8bc8a62ca89778e55ad7c38cf48b1b8f0d7633236df4afa8951812bf0f

Observation ff8fa8a2-e026-4af7-a03d-f92c4900429a · outbound

This paper cites EvergreenEdge.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance EvergreenEdge

Reference 42

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T14:56:30.479596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:56:30.262823Z digest=sha256:5e60a9e8fbd252f00b9fc0d0b11a838dcf59881897b82c0fff6a753a8e80fc86

Observation 66ef7975-1eb0-436d-b973-b1d095173a00 · outbound

This paper cites International Journal of Production Research 56, 8 (2018), 2753–2768.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance International Journal of Production Research 56, 8 (2018), 2753–2768

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:56:30.670767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d8123db1-cfd9-46e9-8743-50a817e578b9 · outbound

This paper cites an unresolved cited work.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Unresolved cited work

Reference 2019

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:56:30.649897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4dacc663-0107-4074-8143-7093bc4bdb5b · outbound

This paper cites Computers & Industrial Engineering 171 (2022), 108454.

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance Computers & Industrial Engineering 171 (2022), 108454

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:56:30.499421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:56:30.256161Z digest=sha256:135c73b2f86cfe63b19c56c769e9871e5fab4a171ee60198065f82b8d0f3a8f3

Observation e90699e2-2604-450f-b63c-96eb56db79f6 · outbound

This paper cites In 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA).

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance In 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:56:30.519789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Pith citing papers

No inbound Pith citation observations are available.