Pith. sign in

Paper Citation Record · LEDGER

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers

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.

pith.paper-citation-record.v1
2412.02410 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:33:32.617649Z

measured 56 of 56 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 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

56 of 56 outbound references displayed

  • verified exact3
  • verified fuzzy36
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2fd6a9c-9e02-4188-9c78-c3ebbb4af54c · outbound

This paper cites GPT-4 Technical Report.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.616088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.616088Z digest=sha256:6e5ceb00ce93c77e5fdd6f6be6ba8a29b113b246a8ced5def9baf5ba462ef3fa

Observation c55662eb-643a-497e-a556-c34a7b23902a · outbound

This paper cites Claude, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Claude, 2024

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:34.019699Z

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.

source=pdf_text observed=2026-08-11T23:33:31.638940Z digest=sha256:40697264981ecd24869393f4f7ef3445cab010c778fdec12597909a2ca6742b2

Observation a3a0a34b-6d50-4c6a-902b-b8a8f1969a74 · outbound

This paper cites Program Synthesis with Large Language Models.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Program Synthesis with Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.643896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.643896Z digest=sha256:3f7aca3a91f99a0715ab06055a0cab31cc03fb7f7d7e5e44287ea0520e1a1e5c

Observation dae4c42e-d369-4901-a864-f6cca004571e · outbound

This paper cites Generative AI Application Competition: Code Generation for Industrial Software - Biendata, June 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Generative AI Application Competition: Code Generation for Industrial Software - Biendata, June 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:34.007206Z

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.

source=pdf_text observed=2026-08-11T23:33:31.648523Z digest=sha256:9f304de1adee6adae13cae6622d4e39afd705698c21db3637c7bcf9a76297d4c

Observation 321f5dc3-90ce-4796-a26a-b13a2c9b41f7 · outbound

This paper cites Language Models are Few-Shot Learners.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Language Models are Few-Shot Learners

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.652476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.652476Z digest=sha256:e84283f136e80ac8a0c920914cb4cc9c0921847cf8ec32b0e02d446fafb82f0b

Observation 45491c43-312a-426b-bdec-ca96b40d3e91 · outbound

This paper cites Codesys group, May 2021.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Codesys group, May 2021

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.994671Z

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.

source=pdf_text observed=2026-08-11T23:33:31.657025Z digest=sha256:51462c638477a9d2d02c91173daa56c35adb9e6a469a8463ce5b8804ea2081b4

Observation dec258c9-9961-4337-9e95-5338df0bff65 · outbound

This paper cites Plc code generation based on a formal specification language.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Plc code generation based on a formal specification language

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.984198Z

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.

source=pdf_text observed=2026-08-11T23:33:31.661113Z digest=sha256:ba148b24c11d432ea2025a61fd4285f375da526a9f2e74ca9fb1ce9821ba5b63

Observation 75168ab6-190d-4e79-97e5-cc5a4c7d1344 · outbound

This paper cites Source code repository, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Source code repository, 2024

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.973226Z

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.

source=pdf_text observed=2026-08-11T23:33:31.664979Z digest=sha256:583e891350d8fe5245261869a0d2623fa7b5c1dd908b3f5f621b51cb149e54de

Observation 8732b8c9-efce-42ae-959f-e3c95b2c2354 · outbound

This paper cites A survey on in-context learning, October 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers A survey on in-context learning, October 2024

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.962517Z

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.

source=pdf_text observed=2026-08-11T23:33:31.669328Z digest=sha256:04f3a97509ddab6afa1326bf400e4a2f25c97356dc2cd62f995b9cf72dd5c217

Observation 470c4cd4-f64c-4137-962c-44392fc12358 · outbound

This paper cites Self- collaboration code generation via chatgpt.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Self- collaboration code generation via chatgpt

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.951195Z

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.

source=pdf_text observed=2026-08-11T23:33:31.673837Z digest=sha256:c1cf91b5fb05aac6aef7dfd2d1733f3c679e19225bc0910a4df386d6da59eb5d

Observation 0bbd3f05-d6db-47ef-88ec-36c9ebb971da · outbound

This paper cites Llm4plc: Harnessing large language models for verifiable pro- gramming of plcs in industrial control systems.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.939093Z

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.

source=pdf_text observed=2026-08-11T23:33:31.677207Z digest=sha256:1e67d172b3ae8495f68ddb1ca49fb6f5485619e6d51ebd95e75500b851fc9bc4

Observation 3009bd21-5621-4d48-a137-423bd697cd6c · outbound

This paper cites Iec 61131-3: Programming languages (edition 3.0-2013), 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Iec 61131-3: Programming languages (edition 3.0-2013), 2024

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.926208Z

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.

source=pdf_text observed=2026-08-11T23:33:31.681450Z digest=sha256:6da282d383b1651d90b43281ccee889224e50a8b3eb864b3f685c9a52ce898e2

Observation db32b63c-0dab-4d0e-8a7a-705765d2c0d6 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.685104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.685104Z digest=sha256:5ae4b72a3d8bb7dbd923f82d9ab670d787fd1ac0e93a84ba6389cfb5f9cda723

Observation 374acf5d-1d62-4a86-886c-32141492b6cb · outbound

This paper cites Llm-based code generation method for golang compiler testing.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Llm-based code generation method for golang compiler testing

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.883219Z

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.

source=pdf_text observed=2026-08-11T23:33:31.689532Z digest=sha256:0c4e45aa45d8fcf14109d9606eab0aec2ecdec7d57dcdc950d07b0389d3abbd8

Observation 9871402e-b3c7-4493-ae4f-b03dfdd46f21 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.692911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.692911Z digest=sha256:6232f04485db193c3aeeebb3fa9402bf8bf416236b02d4e8b08d12f865279b1c

Observation 0c49a785-a531-43ba-8cc0-d132f3de60a4 · outbound

This paper cites Training LLMs for Generating IEC 61131-3 Structured Text with Online Feedback.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Training LLMs for Generating IEC 61131-3 Structured Text with Online Feedback

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:33:32.848041Z

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.

source=pdf_text observed=2026-08-11T23:33:31.697092Z digest=sha256:887c9e318ef21ef36a6ce5695ad5083160a4cec4829f680bdbecd9f4322295e3

Observation 43d14e5f-c083-4999-9dc2-b50863566144 · outbound

This paper cites Trustllm: Trustworthiness in large language models, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Trustllm: Trustworthiness in large language models, 2024

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.870771Z

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.

source=pdf_text observed=2026-08-11T23:33:31.701695Z digest=sha256:b82b84a619bbeefcd8d8daea3038f7b08a13f41848c2115f4480b99e72ead2d1

Observation beae38ae-3290-4be0-a8ae-c988fcee7379 · outbound

This paper cites Qwen2.5-Coder Technical Report.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Qwen2.5-Coder Technical Report

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.705662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.705662Z digest=sha256:7ce3065c04c8694a0c6ef6a93cf0c24ccf04b59b71cb9424065ae28345b359d5

Observation 42ff97d4-26c3-4035-9918-a2ce93b22a5c · outbound

This paper cites Plc market size & share analysis- growth trend & proecasts (2024-2029), 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Plc market size & share analysis- growth trend & proecasts (2024-2029), 2024

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.858115Z

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.

source=pdf_text observed=2026-08-11T23:33:31.709757Z digest=sha256:c915a33ca8bde11b73a26c6b183460d9eaa530be84fe798f65af37875f2bf232

Observation 26cd5a55-c7ef-4178-8f57-4094ea6c9318 · outbound

This paper cites MapCoder: Multi-Agent Code Generation for Competitive Problem Solving.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers MapCoder: Multi-Agent Code Generation for Competitive Problem Solving

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.714439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.714439Z digest=sha256:f8daf962500c87da0bb6426c625048d0e47a87edc8eae393d8d1ff8e8050e8fa

Observation 0ec4a745-66f9-47f3-bb00-21e42bb6accb · outbound

This paper cites Self- planning code generation with large language models.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Self- planning code generation with large language models

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.845005Z

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.

source=pdf_text observed=2026-08-11T23:33:31.718724Z digest=sha256:e3ab70803bbb2e51e98f0d2c66ad3d12b3e38006ce5bc9527ecacc5ae91f43f7

Observation be1ce785-8e59-452d-bb7b-538eb1a0a74a · outbound

This paper cites SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:31.722420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:31.722420Z digest=sha256:4ac4b8293a6187330f6464cbba2e3aa19eb85c02597550b08d4e1cd631a20508

Observation cb8ada43-c9d7-4f96-b306-a02e5b1e5a65 · outbound

This paper cites nuxmv, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers nuxmv, 2024

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.823993Z

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.

source=pdf_text observed=2026-08-11T23:33:31.748677Z digest=sha256:31eb25798acafe98e9fc47978ed3a622fd1bffc3872a6a7a04be3ee442c24c83

Observation 9924a74d-5498-4b89-9773-ce7f0e304ea9 · outbound

This paper cites jubnzv/iec-checker, November 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers jubnzv/iec-checker, November 2024

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.810857Z

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.

source=pdf_text observed=2026-08-11T23:33:31.826625Z digest=sha256:cc9c6e0db1934c643543a0cd26291e1506954c6ba31f45aa3e0760fedbf29483

Observation 6ebf57c7-1ff0-4885-b7e3-0fcf4b5b4d44 · outbound

This paper cites LLM-based Control Code Generation using Image Recognition.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers LLM-based Control Code Generation using Image Recognition

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.798714Z

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.

source=pdf_text observed=2026-08-11T23:33:31.900091Z digest=sha256:aca8629b884fc03dadd6883084bc076456f3ac201d85dc03309ae44c6486cf43

Observation c7e7fcc6-2d74-40c2-b589-e50cbf66768d · outbound

This paper cites Chatgpt for plc/dcs control logic generation.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Chatgpt for plc/dcs control logic generation

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.773791Z

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.

source=pdf_text observed=2026-08-11T23:33:31.943006Z digest=sha256:9a9ef00affbea2343017a8ef754cf96825521931f515b9cfc905c12d5c90beb3

Observation 0e87e1cd-1053-4a62-b05b-25f9e506ba6c · outbound

This paper cites Automated control logic test case generation using large language models.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Automated control logic test case generation using large language models

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.737701Z

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.

source=pdf_text observed=2026-08-11T23:33:31.970896Z digest=sha256:8aa790a627e1d3177868619f4e92281706fd0ee77c368ce74953f7f1191456be

Observation 288263b3-17c0-4d1d-a18f-fa7b07d7d839 · outbound

This paper cites LLM-based and Retrieval-Augmented Control Code Generation.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers LLM-based and Retrieval-Augmented Control Code Generation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.703608Z

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.

source=pdf_text observed=2026-08-11T23:33:32.114453Z digest=sha256:14139fe213753035663d4e77a77d07904f20dc52a88c411d30689d8e3f151337

Observation b85bf9ad-9b56-44a9-96d2-796b3f88794e · outbound

This paper cites A Survey on Retrieval-Augmented Text Generation.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers A Survey on Retrieval-Augmented Text Generation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.127276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.127276Z digest=sha256:b3e8e32f445defa37f11eec68c89c5ddb7b88771ae70965bd8936da02d762993

Observation 4b45d627-4bc0-453e-b352-c8ac7a389b07 · outbound

This paper cites Structured chain-of-thought prompting for code generation.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Structured chain-of-thought prompting for code generation

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.689482Z

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.

source=pdf_text observed=2026-08-11T23:33:32.162362Z digest=sha256:64a3d824c54a874aef96dfb2a1c5b73de9a61dea2cf4de932175a1b9792e3f7d

Observation c5856cc6-c61c-40a1-926f-84b7de8e8534 · outbound

This paper cites Imperfect code generation: Uncovering weak- nesses in automatic code generation by large language models.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.655857Z

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.

source=pdf_text observed=2026-08-11T23:33:32.202797Z digest=sha256:56b5620aba05c7234e6dff748d7f04a6fd95340394470551a9c74741a03d48b0

Observation 841bce2a-5ebe-4475-98d5-f1d2643a4931 · outbound

This paper cites Incorporating verification standards for security requirements generation from func- tional specifications.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Incorporating verification standards for security requirements generation from func- tional specifications

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.618321Z

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.

source=pdf_text observed=2026-08-11T23:33:32.223060Z digest=sha256:18da8066fdfb9efe78ed1d75b96b923d1ba498d73d856c91ed6c3d0fee8c60e3

Observation b9a59caa-a175-4c0a-aa97-15258bc9660a · outbound

This paper cites A^3-CodGen: A Repository-Level Code Generation Framework for Code Reuse with Local-Aware, Global-Aware, and Third-Party-Library-Aware.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.226614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.226614Z digest=sha256:1af8c978b7d82bed48f80179039bfe6ff53f5a849ac2243ad96e43aa5e4a9b03

Observation ab9a7092-e9ee-4ceb-8686-55d5ad826fe6 · outbound

This paper cites Agents4PLC: Automating Closed-loop PLC Code Generation and Verification in Industrial Control Systems using LLM-based Agents.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.230144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.230144Z digest=sha256:0ec85987ee104b9659935f6fb07eadb0075b77b8e16915722ec4f952e2ef905f

Observation 63ada8f3-f135-4761-b0da-0d08c64461fa · outbound

This paper cites Llama-3.1 (8b): A large language model, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Llama-3.1 (8b): A large language model, 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.467207Z

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.

source=pdf_text observed=2026-08-11T23:33:32.233655Z digest=sha256:36551198bb6116224dc57df28143f070905812da03214017a82b3337b1152401

Observation 3427ab59-8f4e-4fb9-9c0c-c4e8579aee3b · outbound

This paper cites Chaplin, David Sanderson, and Svetan Ratchev.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Chaplin, David Sanderson, and Svetan Ratchev

Reference 36

Resolution
verified exact
doi, observed 2026-08-11T23:33:32.739136Z

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.

source=pdf_text observed=2026-08-11T23:33:32.237724Z digest=sha256:bd0629d00ae5bb0450fb450f2b330fa4e75f5aea52d5c9545faaa7f5b6ae68e8

Observation de66ec96-86e2-4ea8-8c4f-33cc6c18119d · outbound

This paper cites an unresolved cited work.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:33:33.445533Z

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.

source=pdf_text observed=2026-08-11T23:33:32.241870Z digest=sha256:46507a40eb308ad51bbec803832c41c035cb340a979a01f010093e0f1c597d18

Observation 983e86ec-d869-4b61-95f4-d209e9a4fbbd · outbound

This paper cites Niang, B.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Niang, B

Reference 38

Resolution
verified exact
doi, observed 2026-08-11T23:33:32.724917Z

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.

source=pdf_text observed=2026-08-11T23:33:32.245582Z digest=sha256:3fa75614b6f070badd2814a61e2cb226c782a84c4fd3a73e94630ef15293b685

Observation 7d9f1c95-b0a7-4381-b62e-5077292a8b2b · outbound

This paper cites Codegen: An open large language model for code with multi-turn program synthesis.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.433464Z

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.

source=pdf_text observed=2026-08-11T23:33:32.249384Z digest=sha256:feca7e5d51674cbd23df5b975efed761dd27a33113a019b3802c524e1e3b0736

Observation 8e2147f8-97b3-491e-96ea-020ef886fd32 · outbound

This paper cites Chatgpt: Optimizing language models for dialogue, 2022.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Chatgpt: Optimizing language models for dialogue, 2022

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.253675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.253675Z digest=sha256:f05950809083c865f08a0c706fe8586f92ffed6645ee58882c1c1c97098f4926

Observation 4e8e2429-21bb-4fbf-ab81-0009770a3551 · outbound

This paper cites Oscat basic.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Oscat basic

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.412328Z

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.

source=pdf_text observed=2026-08-11T23:33:32.258449Z digest=sha256:609c854e2cc2511324d393b117618e3a78d73423dc8e12139e005316e5c7fd58

Observation 8df3a4fe-008c-4779-96f0-f1dd3e59ac67 · outbound

This paper cites Retrieval Augmented Code Generation and Summarization.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Retrieval Augmented Code Generation and Summarization

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.262591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.262591Z digest=sha256:5feb429d6ee5a9f924af7240b11729f8aa2d619d52e6891bda19f3417cc30743

Observation ca953be7-de99-4800-99d4-b27f0ad772d2 · outbound

This paper cites The probabilistic relevance framework: Bm25 and beyond.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers The probabilistic relevance framework: Bm25 and beyond

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.267190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.267190Z digest=sha256:5f9ceaf625271b2ad9ba3497ca2d751b960d60c040183d83c085824b29a4cf30

Observation 5b079de2-c5b2-49f3-81d6-64ac670f4883 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Code Llama: Open Foundation Models for Code

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T23:33:32.271606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:33:32.271606Z digest=sha256:3f8eea01240a8b63e003b60009b1b124d2b5397bd4085a41a9f802dda5554bb4

Observation 449314dc-620e-4153-b326-c43e8f557471 · outbound

This paper cites UDAPDR: Unsupervised domain adaptation via LLM prompting and distillation of rerankers.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers UDAPDR: Unsupervised domain adaptation via LLM prompting and distillation of rerankers

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.391158Z

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.

source=pdf_text observed=2026-08-11T23:33:32.275852Z digest=sha256:2356031210731790daa1ea5ef826c0fc9d7b2bda1a3c6062f9d2331a17ba92a1

Observation c1e78804-a497-47e0-bd27-c00369c0ccd9 · outbound

This paper cites Library of general functions (LGF) for SIMATIC STEP 7 (TIA Portal) and SIMATIC S7.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.378823Z

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.

source=pdf_text observed=2026-08-11T23:33:32.279290Z digest=sha256:2facf7488c632515dd8c2b615fad2c2f0727d710d8fb660f075fa8cc15ffec27

Observation e33e9f5f-711d-43a0-869d-93839fa9bd9d · outbound

This paper cites SIMATIC STEP 7 inkl.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers SIMATIC STEP 7 inkl

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.366344Z

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.

source=pdf_text observed=2026-08-11T23:33:32.283354Z digest=sha256:e375c1005150193e22430b4fd2f1672c3c46329c77edf177c920e92c55431e58

Observation 7e7a6f07-c9c0-4cbb-a4b7-bf7fc9b6d2e2 · outbound

This paper cites Automated code generation for programmable logic controllers based on knowledge acquisition from engineering artifacts: Con- cept and case study.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.351859Z

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.

source=pdf_text observed=2026-08-11T23:33:32.287391Z digest=sha256:2e41ee7aa7933ca8ca5a0b2a23168f264ca6919e4cb1b9d3cb6ad309f2b50e4b

Observation 50394076-2b42-4091-ab49-9f5bf7101cb1 · outbound

This paper cites an unresolved cited work.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T23:33:33.229866Z

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.

source=pdf_text observed=2026-08-11T23:33:32.312698Z digest=sha256:51e080d1a9908c368ab83dd9a5aec2f651737d0cf1555620bc12ca8a72e5ef59

Observation 328410a4-a84b-486b-a214-e8a13f84a1c0 · outbound

This paper cites CodeHalu: Code Hallucinations in LLMs Driven by Execution-based Verification, April 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers CodeHalu: Code Hallucinations in LLMs Driven by Execution-based Verification, April 2024

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.107997Z

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.

source=pdf_text observed=2026-08-11T23:33:32.370271Z digest=sha256:4edb5b4656e94cc3b90304f34598b753fa61b0b9823dc9c37bbe75506316d222

Observation e384bf9f-50da-4aa5-b9ff-972c208be481 · outbound

This paper cites Plc programming: A comprehensive guide to mastering the art of automation, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Plc programming: A comprehensive guide to mastering the art of automation, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:33.015510Z

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.

source=pdf_text observed=2026-08-11T23:33:32.407928Z digest=sha256:1a64a8e83f693b03380075ddb750e3280488940e5c3189be28685e3069bc09fd

Observation a11ffd29-166c-4c5b-ba86-600fe8878c7f · outbound

This paper cites Versicode: Towards version-controllable code generation, 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Versicode: Towards version-controllable code generation, 2024

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:32.993716Z

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.

source=pdf_text observed=2026-08-11T23:33:32.428077Z digest=sha256:48c78a4fa1a14734ec43802e7793cfd333087ceff80264e3698adebe8178ad57

Observation f48f0d1a-a603-4637-9cc2-0f1654478d94 · outbound

This paper cites Learning to mine aligned code and natural language pairs from stack overflow.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Learning to mine aligned code and natural language pairs from stack overflow

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:32.970867Z

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.

source=pdf_text observed=2026-08-11T23:33:32.483037Z digest=sha256:bda4a44102979bd4ce1c026309ce60c35b3f9220e2f83bc50e149f766959e339

Observation aa34210d-1028-41a2-ae74-3c532213e4a6 · outbound

This paper cites Tenenbaum, and Chuang Gan.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Tenenbaum, and Chuang Gan

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:32.947540Z

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.

source=pdf_text observed=2026-08-11T23:33:32.525026Z digest=sha256:43677b6f4362130b12db5bcb18b04032abe8f47a9388bd6f541db4fd993e8a39

Observation 9c3458db-4982-4a21-a555-c647b12f5b8a · outbound

This paper cites Syntax-aware retrieval augmented code genera- tion.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Syntax-aware retrieval augmented code genera- tion

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:32.934504Z

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.

source=pdf_text observed=2026-08-11T23:33:32.580063Z digest=sha256:7e44b5e5da45937f8ef0c48f9514071b143d26c97540e57d4026a7652f93ec13

Observation 9188b604-9854-4d48-b27e-5e053177f511 · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey, Febru- ary 2024.

AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers Retrieval-Augmented Generation for AI-Generated Content: A Survey, Febru- ary 2024

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:33:32.922713Z

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.

source=pdf_text observed=2026-08-11T23:33:32.617649Z digest=sha256:cd582f9d773210541e4c8b91653080bca611eed8b3819e7a01660036f6f41506

Pith citing papers

No inbound Pith citation observations are available.