datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Gradient-Decomposition-Assay
Gradient Decomposition Assay (GDA)
This repository contains the CSV corpus and summary tables for the Gradient Decomposition Assay, an exploratory behavioral evaluation of how frontier language models respond to an eight-vector prompt manifold ranging from benign technical tasks to adversarial compression and counterfactual/narrative reframing.
Why this repository uses multiple configurations
The CSV files in this dataset are not all the same table. The row-level… See the full description on the dataset page: https://huggingface.co/datasets/devinendorphin/Gradient-Decomposition-Assay.autonomous-driving-minimal-harm-gradient-pathfinding-v0.1
What this dataset tests
Whether a system can navigatea minimal-harm gradient through a driving scene.
The task is to identify the paththat minimizes total deformationacross all agents.
Required outputs
gradient vectors across actions
minimal harm path
deformation score
stability margin
Use case
Second layer of ethical navigation stack.
Transforms ethical cost fieldinto an actionable path.
Evaluation
Predictions must:
describe gradient… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-minimal-harm-gradient-pathfinding-v0.1.F1-aero-platform-recovery-and-stability-gradient-v0.1What this dataset tests
Whether a system can maphow an aero platform recovers after localized collapseand identify fragile zones that persist.
Focus
Recovery pathstability gradient across zonespersistent imbalancerecovery latencyfragility hotspotsnext collapse risk
Required outputs
recovery path profile
stability gradient map
persistent imbalance flags
recovery latency score
fragility hotspots
next collapse risk score
All indices0 to 1
Higher latency and next riskmean slower… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/F1-aero-platform-recovery-and-stability-gradient-v0.1.market-basin-gradient-execution-routing-v0.1What this dataset tests
Whether an intelligence system can route ordersthrough liquidity basins instead of cliffs.
Execution quality depends on structure.Not just timing.Not just volume.
Required outputs
optimal execution path
basin sequence
expected impact cost
slippage risk band
routing rationale
Constraints
Do not predict price direction.Optimize structural execution only.
Evaluation focus
High scores requireclear pathexplicit basin sequenceimpact cost estimateslippage… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/market-basin-gradient-execution-routing-v0.1.climate-regenerative-basin-gradient-mapping-v0.1What this dataset tests
Map pathways from extractive or decoupling trajectoriestoward regenerative climate–society basins.
Required outputs
current trajectory
regenerative gradient strength
ranked leverage points
projected coherence gain
tradeoffs
monitoring indicators
Use case
Third layer of the Socio-Ecological Coupling Coherence Benchmarks.