procedural
procedural-pile
Procedural Pile
Verifiable reasoning problems, generated by code, formatted as supervised training data.
Procedural Pile contains 24,806,238 problems from 55 task families: arithmetic, equation systems and inverse word problems, first-order logic and formal proofs in Metamath, program execution and state tracking, belief tracking, planning, graph search, grammars, attribute grammars and regular expressions, SQL over tables, games, causal and probabilistic inference, and more.… See the full description on the dataset page: https://huggingface.co/datasets/reasoning-core/procedural-pile.procedural-typed-decisions
procedural-typed-decisions
Procedurally generated decision problems. Each row is one structured state
(JSON, or a table, CSV, key=value lines, or prose for the arithmetic,
retrieval, and aggregation configs) with several typed questions over that same state, following the
Jev / System One request shape: choice (pick one criterion), noul (a
number in [0, 1]; a probability or a yes/no), and score (an ordered rubric).
Every answer is computed exactly from the state by rules that… See the full description on the dataset page: https://huggingface.co/datasets/tasksource/procedural-typed-decisions.Procedural-City-Multimodal-Dataset-V2
Synthetic Urban Multimodal Dataset - Volume 2 (v0.2)
This is the second major release of the Synthetic Urban Multimodal Dataset, part of an ongoing observation project on AI-generated data ecosystems.
Volume 2 introduces a completely new collection of urban environments to the series, providing 40,000 high-precision files (8,000 completely new unique scenes × 5 modalities) generated entirely via the "Constructive Furnace" (our custom Blender-Python pipeline).
What's New… See the full description on the dataset page: https://huggingface.co/datasets/jp-cypress/Procedural-City-Multimodal-Dataset-V2.mental_rotation_3d_procedural_v2procedural-engine-sounds
Procedural Engine Sounds Dataset (Official)
⚠️ Canonical Source
This is the original and official release of the Procedural Engine Sounds Dataset, created by Robin Doerfler:
Project page (start here): https://rdoerfler.github.io/procedural-engine-sounds-page/
Hugging Face repository: https://huggingface.co/datasets/rdoerfler/procedural-engine-sounds
Zenodo DOI (primary citation): https://doi.org/10.5281/zenodo.16883336
Other versions of this dataset on… See the full description on the dataset page: https://huggingface.co/datasets/rdoerfler/procedural-engine-sounds.factory-manipulation-videos
Factory manipulation videos
Procedural Robotics is open sourcing a small set of our factory data so teams can assess its quality. The videos show workers performing factory tasks.
Contents
Seven continuous takes, 109 minutes in total.
Task
Station
Worker
Duration
File
cardboard manipulation
01
041
23.6 min
cardboard_manipulation_station01_worker041.mp4
cardboard manipulation
04
026
16.5 min
cardboard_manipulation_station04_worker026.mp4
defect… See the full description on the dataset page: https://huggingface.co/datasets/procedural-robotics/factory-manipulation-videos.