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aeyxen/stem-diagrams

STEM Diagrams 30,325 technical diagrams (block diagrams, schematics, flowcharts, architectures) extracted from arXiv papers across six engineering fields, each with a source attribution and a quality score. Built by an LLM-curated pipeline and used to show that a small frozen-feature classifier can replace the paid LLM labeling gate. Paper: Distilling an LLM Diagram-Curation Pipeline into Local Classifiers (Adnan Abbasi, Thothica, 2026) Code:… See the full description on the dataset page: https://huggingface.co/datasets/aeyxen/stem-diagrams.

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STEM Diagrams

30,325 technical diagrams (block diagrams, schematics, flowcharts, architectures) extracted from arXiv papers across six engineering fields, each with a source attribution and a quality score. Built by an LLM-curated pipeline and used to show that a small frozen-feature classifier can replace the paid LLM labeling gate.

  • Paper: Distilling an LLM Diagram-Curation Pipeline into Local Classifiers (Adnan Abbasi, Thothica, 2026)
  • Code: https://github.com/adoistic/stem-diagrams
  • Fields: manufacturing, robotics & automation, telecommunications, utilities & power systems, semiconductor engineering

What's here

PathContents
images/{field}/{name}.png30,325 diagram images, foldered by field
metadata.csvone row per image: file_name, arxiv_id, field, page, method, bbox, p_diagram, caption, source_arxiv_url, license
releases/stem-diagrams-v1.zipthe earlier 2,000-diagram v1 release
extras/label exports (labels.csv, xlsx), gallery manifest

Source PDFs are not redistributed

Only the individual diagram figures are published here, with per-image source attribution. The full arXiv papers are not hosted (copyright; they are freely available from arXiv). To rebuild the source PDFs locally from the arxiv_id column, use `fetch_source_pdfs.py`.

Licensing

Labels and metadata are released under CC BY 4.0. Diagram images are figures from arXiv papers under their original licenses; the source arxiv_id is retained per record so provenance is always recoverable.

Citation

bibtex
@misc{abbasi2026stemdiagrams,
  title  = {Distilling an LLM Diagram-Curation Pipeline into Local Classifiers},
  author = {Adnan Abbasi},
  year   = {2026},
  note   = {Thothica. https://github.com/adoistic/stem-diagrams}
}
aeyxen/stem-diagrams · CoolFace