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Paper Citation Record · LEDGER

Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2404.03647.

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

pith.paper-citation-record.v1
2404.03647 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:37:56.924054Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

19
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f1071304-c7d9-4a07-9051-6018b350f1f8 · inbound

FDM-Bench: A Comprehensive Benchmark for Evaluating Large Language Models in Additive Manufacturing Tasks cites this paper.

FDM-Bench: A Comprehensive Benchmark for Evaluating Large Language Models in Additive Manufacturing Tasks Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-23T06:57:40.146907Z

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=2026-05-23T06:57:35.070946Z digest=sha256:356392308866f6d62486b74775e1797bb3c0c518b6a017aa2e6f04c101265aac

Observation 7fccfd18-0640-494b-a564-20dccb52b4c0 · inbound

Teaching Astronomy with Large Language Models cites this paper.

Teaching Astronomy with Large Language Models Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 36

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T10:17:15.331617Z

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=2026-05-19T10:14:51.134936Z digest=sha256:3cab5eb219d5206709b4a14b97348ebe3252d20ba57da1c0e9bc12cb87416341

Observation 7afb0d33-70cc-4d12-8c90-365589edea9d · inbound

If You Had to Pitch Your Ideal Software -- Evaluating Large Language Models to Support User Scenario Writing for User Experience Experts and Laypersons cites this paper.

If You Had to Pitch Your Ideal Software -- Evaluating Large Language Models to Support User Scenario Writing for User Experience Experts and Laypersons Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T21:37:56.924054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:37:56.924054Z digest=sha256:4c4daef9bf67bbeafaebacc0d4a59f718047302ddd866cd772fef077a4e1c85f

Observation 086aa2f9-0165-44b6-8d49-d598c3a86e1d · inbound

When control meets large language models: From words to dynamics cites this paper.

When control meets large language models: From words to dynamics Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 65

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T14:54:13.230930Z

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=2026-05-21T14:52:44.632671Z digest=sha256:878fd797489830fca6e82f429cc05e6491d02ca3b90bd0ede3b2ba9d44f8441c

Observation ee969237-3e2b-4572-a30c-b1a3fd472df2 · inbound

Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization cites this paper.

Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T09:05:57.771168Z

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=2026-05-10T16:17:32.290531Z digest=sha256:1bc77c4806535cdf582b8e986d858d0d37a41b561c188ee79b7f57bd2818be0f

Observation 8206845b-3c19-4a26-8be5-ce8f25cd30c8 · inbound

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches cites this paper.

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 134

Resolution
verified exact
arxiv_id, observed 2026-07-01T20:56:14.353166Z

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=2026-06-28T17:35:01.285534Z digest=sha256:938777b652a71f350f0d2252164497243a6074b3199e091d4e604abe28a25d46

Observation 11a7a100-b066-498e-87a2-f903e40b3dc9 · inbound

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches cites this paper.

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 146

Resolution
verified exact
arxiv_id, observed 2026-07-01T08:35:34.029547Z

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=2026-07-01T07:22:25.349398Z digest=sha256:89d42f11fdb770434c3328ac9b0dd6e739cbb9f4d75a951872aedfbdf2e4db55