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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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21 Prompting Techniques Experimented on 25 Case Examples

Authors: Adnyana, Ketut; Schwung, Andreas;

21 Prompting Techniques Experimented on 25 Case Examples

Abstract

This study employs a benchmark that couples 21 prompting techniques with 25 real-world PLC use cases, yielding 525 prompt–task evaluations across simple, medium, and complex scenarios. The prompting suite spans foundational methods (zero-/few-shot), reasoning-focused prompts (CoT, PoT, CoC, SCoT), utility and optimization prompts (documentation, OP, RaR, APE), verification and role prompts (CoVe, CoN, ReAct, AP, RBP), and vendor-/symbol-aware variants (RAG, ITP, CoS, CoTP, CCoT, MTPR). The industrial cases range from conveyor and tank-level control to CNC tool change, AGV docking, and robot pick–place, providing broad coverage of sequencing, safety interlocks, and multi-axis coordination. Each instance includes a problem description, an expected IEC~61131-3 output (ST/IL), and a human-verified ground truth, enabling consistent application of fixed prompts and fair comparison across vendors. This design supports reproducible ablations on prompting strategy, facilitates cross-task generalization studies, and allows researchers to select subsets aligned with their evaluation goals.

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    popularity
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average