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 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 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 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:50:56.286807Z

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 748f5a05-3d9d-431a-81fc-ac3f7c2dff51 · inbound

Visual-Linguistic Agent: Towards Collaborative Contextual Object Reasoning cites this paper.

Visual-Linguistic Agent: Towards Collaborative Contextual Object Reasoning 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: unresolved; no resolver link, observed 2026-08-12T19:52:34.374839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c48f0f96-20b2-4d8d-b69e-3e7d8ed2a759 · inbound

SmartLLMSentry: A Comprehensive LLM Based Smart Contract Vulnerability Detection Framework cites this paper.

SmartLLMSentry: A Comprehensive LLM Based Smart Contract Vulnerability Detection Framework Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T10:25:40.646848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-22T06:32:14.747728+00:00.

Observation f2c4d60e-6692-4944-bcba-abffdbaea6c9 · inbound

SceneLLM: Implicit Language Reasoning in LLM for Dynamic Scene Graph Generation cites this paper.

SceneLLM: Implicit Language Reasoning in LLM for Dynamic Scene Graph Generation Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:25.073336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-22T06:32:14.747728+00:00.

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.

Observation 709f7a06-de8c-4616-a46a-731cbc9e4d6d · inbound

LLMs-guided adaptive compensator: Bringing Adaptivity to Automatic Control Systems with Large Language Models cites this paper.

LLMs-guided adaptive compensator: Bringing Adaptivity to Automatic Control Systems 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 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:50:56.286807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3853132b-bc04-4ca3-9179-1e7ba4133150 · inbound

POT: Inducing Overthinking in LLMs via Black-Box Iterative Optimization cites this paper.

POT: Inducing Overthinking in LLMs via Black-Box Iterative Optimization Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T17:12:27.811961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-22T06:32:14.747728+00:00.

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 2026-08-22T06:32:14.747728+00:00.

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 2026-08-22T06:32:14.747728+00:00.

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

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

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 2026-08-22T06:32:14.747728+00:00.

Observation deaecc7d-6db7-4a1f-ad1d-95f5d4e29611 · inbound

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers cites this paper.

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 194

Resolution: unresolved; no resolver link, observed 2026-08-15T14:34:14.557020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad1d8bab-1f9b-454a-899e-9a2e488a9756 · inbound

Benchmarking and Reasoning Distillation of Large Language Models for Feedback Controller Design in Complex Dynamical Systems cites this paper.

Benchmarking and Reasoning Distillation of Large Language Models for Feedback Controller Design in Complex Dynamical Systems Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T16:50:56.534435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.