datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
BPMN-IT-Datasetecg-comprehension-bpm-float-200000-250-2500Signavio_text_bpmn
Signavio Text BPMN Dataset
This dataset is presented in the paper Improving LLM-Generated Process Model Quality Through Reinforcement Learning: The Role of Reward Function Design.
The official code repository can be found here: RL_for_process_modeling.
Dataset Description
The dataset contains textual process descriptions paired with corresponding BPMN (Business Process Model and Notation) process models, used for training and evaluating LLMs on structured process… See the full description on the dataset page: https://huggingface.co/datasets/chlauer/Signavio_text_bpmn.ecg-comprehension-bpm-float-100000-250-2500BPM
BPM Training Prompts (mix-20k)
arXiv:2607.22334 · Project page
Prompt corpus behind every reported result in BPM (Byte-Prefix Marginalization), a
cross-tokenizer on-policy distillation method. Prompt-only.
Domain
Rows
Source
Upstream license
Mathematics
10,000
dapo-17k
Apache-2.0
Code
10,000
taco:*
Apache-2.0
Fields
Field
Type
Notes
prompt
list of {role, content}
Chat-format user turn
label
string
Reference answer for mathematics;… See the full description on the dataset page: https://huggingface.co/datasets/K1zE/BPM.ecg-comprehension-bpm-int-100000-250-2500BPMN-VLM
🏗️ BPMN Diagram → BPMN XML Paired Dataset
Structured Extraction from Business Process Diagrams using Vision-Language Models
This dataset contains Business Process Model and Notation (BPMN) diagrams paired with their corresponding .bpmn XML ground truth files.The dataset is designed for training, evaluation, and benchmarking multimodal models that perform structured extraction from diagrams, including OCR-enhanced pipelines and vision-language models (VLMs).… See the full description on the dataset page: https://huggingface.co/datasets/pritamdeka/BPMN-VLM.ecg-comprehension-bpm-float-300000-250-2500shelfglance-ucp-category-filter
Shopify's agent-commerce category filter didn't filter on any of 190 stores
Every Shopify store answers an agent-commerce endpoint whose schema declares a category filter. Sent to 200 live stores with a price-filter control: 186 ignored it, 4 rejected every value, 0 filtered.
One row per Shopify storefront that answered its own agent-commerce endpoint (POST /api/ucp/mcp) on 2 September 2026: 190 of 200 sampled from a corpus of 10,099. Each row records what search_catalog… See the full description on the dataset page: https://huggingface.co/datasets/bpm2007/shelfglance-ucp-category-filter.shelfglance-ai-crawler-blocking
133 of 10,099 Shopify stores block an AI crawler. 6 block the one ChatGPT shops with.
The robots.txt of 10,099 Shopify storefronts, read for twelve AI crawlers. 133 block at least one, almost all of them training crawlers by a copied whole-site rule; 13 block a crawler that fetches at answer time, and no store blocks the shopping crawler while allowing the training one.
One row per Shopify storefront, out of 10,099 read between 29 August 2026 and 2 September 2026, whose… See the full description on the dataset page: https://huggingface.co/datasets/bpm2007/shelfglance-ai-crawler-blocking.ecg-comprehension-bpm-int-300000-250-2500OCR_BPModelsbpmn-assistant-evalbpmn-image-xml-pairs
English-Translated BPMN Image/XML Pairs
This dataset contains 3,478 paired BPMN 2.0 XML files and PNG renderings used
to study structured extraction from business-process diagrams. Visible labels
in the released pairs are English translations. The corresponding preparation,
training, prediction, evaluation, and statistical-analysis code is available at:
https://github.com/pritamdeka/bpmn-structured-extraction
Frozen splits
train: 2,782 rows
validation: 347 rows… See the full description on the dataset page: https://huggingface.co/datasets/pritamdeka/bpmn-image-xml-pairs.ecg-comprehension-bpm-int-200000-250-2500process_bpmnbpmnBPMDSBPM_ADDbpm_vom-Brocke-and-OMGbpm_slides-and-dummas
Dataset Details
Dataset Description
The BPM Instructional Dataset contains instructional content, questions, and answers based on the "Fundamentals of Business Process Management" book by Dumas et al. It includes detailed entries for chapters 1-12, covering process discovery, qualitative and quantitative process analysis, process redesign, process-aware information systems, process implementation, process monitoring, and process improvement. This dataset is intended for… See the full description on the dataset page: https://huggingface.co/datasets/omar8/bpm_slides-and-dummas.ifes-bpmnbpm-allmistral-bpmbpmn-model-ia-generativebp-monitoring-dataset