Paper Citation Record · LEDGER

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools

As of 7 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 3 inbound Pith citation observations for arXiv:2604.01532.

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

pith.paper-citation-record.v1
2604.01532 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T22:05:25.133535Z

measured 32 of 32 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:49:21.056725Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T03:29:30.330468Z

Reference resolution

29 of 29 outbound references displayed

verified exact8
verified fuzzy3
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33cf81dc-88c7-4f28-ac78-b6a22d08dc4d · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.490994Z

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.

Observation 71566c2b-94b8-4e9e-9695-5e15cd7cfb7b · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.495380Z

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.

Observation 0418fa2c-c3f3-4507-8f54-53b33f2f34f9 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.492636Z

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.

Observation dd563ce0-0407-48ce-8def-4119b6bcc449 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.500014Z

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.

Observation 7d4a58d9-03c1-46e8-8adf-51028743b133 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:58:25.236913Z

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.

Observation 8fe21aef-2821-446e-84d5-3bbd7465c49d · outbound

This paper cites 2018.Condition Monitoring and Diagnostics of Machines: General Guidelines.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools 2018.Condition Monitoring and Diagnostics of Machines: General Guidelines

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:33:22.503186Z

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.

Observation 46ba722c-c010-4143-bee6-dbadf97b0b3b · outbound

This paper cites StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models , booktitle =.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools StableToolBench: Towards Stable Large-Scale Benchmarking on Tool Learning of Large Language Models , booktitle =

Reference 7

Resolution: verified exact; doi, observed 2026-05-13T22:08:20.367295Z

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.

Observation 53e76d1d-b676-44f2-96eb-2d46546eba67 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.747687Z

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.

Observation 748efa40-2775-4aa9-a225-bd1e72ea4897 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.498377Z

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.

Observation 1dea1374-f128-44a9-a933-8c8af13ec1dd · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.511934Z

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.

Observation 9214c396-ced9-450f-b61c-39f6e42fc1e1 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.504748Z

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.

Observation 433a9faf-4f18-421a-81db-637be6c7958d · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.516803Z

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.

Observation a25a1c50-0039-40e1-bf69-415512ed20e5 · outbound

This paper cites 2017.Prognostics and Health Management of Engineering Systems.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools 2017.Prognostics and Health Management of Engineering Systems

Reference 13

Resolution: verified exact; doi, observed 2026-05-13T22:08:20.365510Z

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.

Observation a6a86117-703e-4b9c-8590-b5f47a97040b · outbound

This paper cites MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.734278Z

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.

Observation dc73e69f-2163-4ca5-abef-90af1e63e6e3 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.515143Z

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.

Observation 9f1b1414-95eb-492a-ab10-bad576470fa2 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.510056Z

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.

Observation 4e0e297b-e9d1-40a7-9dd7-31eaef47b93f · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.513565Z

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.

Observation 605af748-40e9-416c-9ba1-39d4d7dd0960 · outbound

This paper cites Assetopsbench: Benchmarking ai agents for task automation in industrial asset operations and maintenance.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Assetopsbench: Benchmarking ai agents for task automation in industrial asset operations and maintenance

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.742190Z

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.

Observation 8e081945-1636-4904-bae6-0b7ecdbed910 · outbound

This paper cites Autoaudit: Mining accounting and time-evolving graphs.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Autoaudit: Mining accounting and time-evolving graphs

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.739069Z

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.

Observation 77a7e2ee-ca74-4883-9859-2d37be797acd · outbound

This paper cites Rayfield, Shuxin Lin, Nianjun Zhou, and Dhaval C.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Rayfield, Shuxin Lin, Nianjun Zhou, and Dhaval C

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:58:25.240053Z

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.

Observation 24bcba15-9e03-445b-9185-156c05acad75 · outbound

This paper cites Building AI Agents for Autonomous Clouds: Challenges and Design Principles.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Building AI Agents for Autonomous Clouds: Challenges and Design Principles

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.736656Z

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.

Observation 71c34f20-914d-411f-b71f-18633fecdacf · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.501578Z

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.

Observation d4c8fb85-46b5-4655-9e8d-8199bc3a203a · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.496950Z

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.

Observation d3bba3ab-859a-44ea-be2c-9c7e1729e83d · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.506370Z

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.

Observation 622c3831-bafb-483a-8140-8e6936decbb2 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:33:22.508334Z

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.

Observation c94fcd77-d42b-4ef9-9bc4-a0a62f496324 · outbound

This paper cites MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T22:08:20.745113Z

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.

Observation 7d8d5ea9-bfd8-4d56-9ecc-b66719f2a150 · outbound

This paper cites an unresolved cited work.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-13T22:58:25.233943Z

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.

Observation 5e005f14-279c-4cea-a486-6ac11a1ba4af · outbound

This paper cites PHM-Bench: A Domain-Specific Benchmarking Framework for Systematic Evaluation of Large Models in Prognostics and Health Management.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools PHM-Bench: A Domain-Specific Benchmarking Framework for Systematic Evaluation of Large Models in Prognostics and Health Management

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.750421Z

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.

Observation fac224fb-c924-47c6-93f6-5d3b051e9ac3 · outbound

This paper cites What factors are con- tributing to premature bearing failures under high-load conditions in the HUST dataset?.

PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools What factors are con- tributing to premature bearing failures under high-load conditions in the HUST dataset?

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T22:58:25.228136Z

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.

Pith citing papers

Observation f3f7211c-a619-4d2c-9302-6bb86b460894 · inbound

Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models cites this paper.

Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-06-28T06:51:44.897591Z

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.

Observation 380b02eb-e37c-4ddd-a938-d11eedb96039 · inbound

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents cites this paper.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.332866Z

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.

Observation d44559ac-f82b-4aca-a770-ec45194bd18a · inbound

ADMITBench: A Safety-Governed Reference Framework for Evaluating the Admissibility of Industrial LLM Advisories cites this paper.

ADMITBench: A Safety-Governed Reference Framework for Evaluating the Admissibility of Industrial LLM Advisories PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T10:49:21.056725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.