Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:33:32.617649Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2412.02410.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:33:32.617649Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e2fd6a9c-9e02-4188-9c78-c3ebbb4af54c · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c55662eb-643a-497e-a556-c34a7b23902a · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Claude, 2024
Reference 2
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 a3a0a34b-6d50-4c6a-902b-b8a8f1969a74 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Program Synthesis with Large Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae4c42e-d369-4901-a864-f6cca004571e · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Generative AI Application Competition: Code Generation for Industrial Software - Biendata, June 2024
Reference 4
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 321f5dc3-90ce-4796-a26a-b13a2c9b41f7 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Language Models are Few-Shot Learners
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45491c43-312a-426b-bdec-ca96b40d3e91 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Codesys group, May 2021
Reference 6
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 dec258c9-9961-4337-9e95-5338df0bff65 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Plc code generation based on a formal specification language
Reference 7
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 75168ab6-190d-4e79-97e5-cc5a4c7d1344 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Source code repository, 2024
Reference 8
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 8732b8c9-efce-42ae-959f-e3c95b2c2354 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers A survey on in-context learning, October 2024
Reference 9
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 470c4cd4-f64c-4137-962c-44392fc12358 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Self- collaboration code generation via chatgpt
Reference 10
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 0bbd3f05-d6db-47ef-88ec-36c9ebb971da · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Llm4plc: Harnessing large language models for verifiable pro- gramming of plcs in industrial control systems
Reference 11
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 3009bd21-5621-4d48-a137-423bd697cd6c · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Iec 61131-3: Programming languages (edition 3.0-2013), 2024
Reference 12
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 db32b63c-0dab-4d0e-8a7a-705765d2c0d6 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 374acf5d-1d62-4a86-886c-32141492b6cb · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Llm-based code generation method for golang compiler testing
Reference 14
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 9871402e-b3c7-4493-ae4f-b03dfdd46f21 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c49a785-a531-43ba-8cc0-d132f3de60a4 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Training LLMs for Generating IEC 61131-3 Structured Text with Online Feedback
Reference 16
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 43d14e5f-c083-4999-9dc2-b50863566144 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Trustllm: Trustworthiness in large language models, 2024
Reference 17
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 beae38ae-3290-4be0-a8ae-c988fcee7379 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Qwen2.5-Coder Technical Report
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42ff97d4-26c3-4035-9918-a2ce93b22a5c · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Plc market size & share analysis- growth trend & proecasts (2024-2029), 2024
Reference 19
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 26cd5a55-c7ef-4178-8f57-4094ea6c9318 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers MapCoder: Multi-Agent Code Generation for Competitive Problem Solving
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ec4a745-66f9-47f3-bb00-21e42bb6accb · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Self- planning code generation with large language models
Reference 21
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 be1ce785-8e59-452d-bb7b-538eb1a0a74a · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb8ada43-c9d7-4f96-b306-a02e5b1e5a65 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers nuxmv, 2024
Reference 23
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 9924a74d-5498-4b89-9773-ce7f0e304ea9 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers jubnzv/iec-checker, November 2024
Reference 24
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 6ebf57c7-1ff0-4885-b7e3-0fcf4b5b4d44 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers LLM-based Control Code Generation using Image Recognition
Reference 25
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 c7e7fcc6-2d74-40c2-b589-e50cbf66768d · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Chatgpt for plc/dcs control logic generation
Reference 26
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 0e87e1cd-1053-4a62-b05b-25f9e506ba6c · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Automated control logic test case generation using large language models
Reference 27
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 288263b3-17c0-4d1d-a18f-fa7b07d7d839 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers LLM-based and Retrieval-Augmented Control Code Generation
Reference 28
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 b85bf9ad-9b56-44a9-96d2-796b3f88794e · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers A Survey on Retrieval-Augmented Text Generation
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b45d627-4bc0-453e-b352-c8ac7a389b07 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Structured chain-of-thought prompting for code generation
Reference 30
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 c5856cc6-c61c-40a1-926f-84b7de8e8534 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Imperfect code generation: Uncovering weak- nesses in automatic code generation by large language models
Reference 31
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 841bce2a-5ebe-4475-98d5-f1d2643a4931 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Incorporating verification standards for security requirements generation from func- tional specifications
Reference 32
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 b9a59caa-a175-4c0a-aa97-15258bc9660a · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers A^3-CodGen: A Repository-Level Code Generation Framework for Code Reuse with Local-Aware, Global-Aware, and Third-Party-Library-Aware
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab9a7092-e9ee-4ceb-8686-55d5ad826fe6 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Agents4PLC: Automating Closed-loop PLC Code Generation and Verification in Industrial Control Systems using LLM-based Agents
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63ada8f3-f135-4761-b0da-0d08c64461fa · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Llama-3.1 (8b): A large language model, 2024
Reference 35
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 3427ab59-8f4e-4fb9-9c0c-c4e8579aee3b · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Chaplin, David Sanderson, and Svetan Ratchev
Reference 36
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 de66ec96-86e2-4ea8-8c4f-33cc6c18119d · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Unresolved cited work
Reference 37
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 983e86ec-d869-4b61-95f4-d209e9a4fbbd · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Niang, B
Reference 38
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 7d9f1c95-b0a7-4381-b62e-5077292a8b2b · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Codegen: An open large language model for code with multi-turn program synthesis
Reference 39
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 8e2147f8-97b3-491e-96ea-020ef886fd32 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Chatgpt: Optimizing language models for dialogue, 2022
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e8e2429-21bb-4fbf-ab81-0009770a3551 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Oscat basic
Reference 41
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 8df3a4fe-008c-4779-96f0-f1dd3e59ac67 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Retrieval Augmented Code Generation and Summarization
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca953be7-de99-4800-99d4-b27f0ad772d2 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers The probabilistic relevance framework: Bm25 and beyond
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b079de2-c5b2-49f3-81d6-64ac670f4883 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Code Llama: Open Foundation Models for Code
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 449314dc-620e-4153-b326-c43e8f557471 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers UDAPDR: Unsupervised domain adaptation via LLM prompting and distillation of rerankers
Reference 45
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 c1e78804-a497-47e0-bd27-c00369c0ccd9 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Library of general functions (LGF) for SIMATIC STEP 7 (TIA Portal) and SIMATIC S7
Reference 46
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 e33e9f5f-711d-43a0-869d-93839fa9bd9d · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers SIMATIC STEP 7 inkl
Reference 47
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 7e7a6f07-c9c0-4cbb-a4b7-bf7fc9b6d2e2 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Automated code generation for programmable logic controllers based on knowledge acquisition from engineering artifacts: Con- cept and case study
Reference 48
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 50394076-2b42-4091-ab49-9f5bf7101cb1 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Unresolved cited work
Reference 49
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 328410a4-a84b-486b-a214-e8a13f84a1c0 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers CodeHalu: Code Hallucinations in LLMs Driven by Execution-based Verification, April 2024
Reference 50
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 e384bf9f-50da-4aa5-b9ff-972c208be481 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Plc programming: A comprehensive guide to mastering the art of automation, 2024
Reference 51
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 a11ffd29-166c-4c5b-ba86-600fe8878c7f · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Versicode: Towards version-controllable code generation, 2024
Reference 52
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 f48f0d1a-a603-4637-9cc2-0f1654478d94 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Learning to mine aligned code and natural language pairs from stack overflow
Reference 53
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 aa34210d-1028-41a2-ae74-3c532213e4a6 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Tenenbaum, and Chuang Gan
Reference 54
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 9c3458db-4982-4a21-a555-c647b12f5b8a · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Syntax-aware retrieval augmented code genera- tion
Reference 55
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 9188b604-9854-4d48-b27e-5e053177f511 · outbound
AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Retrieval-Augmented Generation for AI-Generated Content: A Survey, Febru- ary 2024
Reference 56
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.
No inbound Pith citation observations are available.