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affectivetext_emotions
SemEval AffectiveText emotions
real
SemEval-2007 Task 14 AffectiveText
task_cards/real/affectivetext.md
cifar10_softmax
CIFAR-10 softmax
real
CIFAR-10
task_cards/real/cifar10_softmax.md
pbmc3k_pseudobulk
PBMC3K pseudobulk deconvolution
real
PBMC3K single-cell reference
task_cards/real/pbmc_pseudobulk.md
samson_unmixing
Samson hyperspectral unmixing
real
Samson ROI hyperspectral benchmark
task_cards/real/samson_unmixing.md
topics_20ng
20 Newsgroups topics
real
20 Newsgroups
task_cards/real/topics_20newsgroups.md
utkface_age_ldl
UTKFace age label distributions
real
UTKFace aligned-and-cropped images
task_cards/real/utkface_ldl.md
d1_homogeneous
d1 homogeneous
synthetic
Synthetic DGP
task_cards/synthetic/D1_homogeneous.md
d2_pure_scale
d2 pure scale
synthetic
Synthetic DGP
task_cards/synthetic/D2_smooth_scale.md
d3_discrete_groups_aligned
d3 discrete groups aligned
synthetic
Synthetic DGP
task_cards/synthetic/D3_aligned_discrete.md
d4_model_bias
d4 model bias
synthetic
Synthetic DGP
task_cards/synthetic/D4_bias_type.md
d5_heavy_tail
d5 heavy tail
synthetic
Synthetic DGP
task_cards/synthetic/D5_heavy_tail.md
d6_high_k
d6 high k
synthetic
Synthetic DGP
task_cards/synthetic/D6_highK.md

SimplexTasks-12-data

Dataset-style artifact for the SimplexUQ benchmark.

This bundle is artifact-first. Its primary contents are:

  • task_cards/ with one card per synthetic or real task
  • configs/ with method specs, benchmark task specs, and split policies
  • data/synthetic/ with frozen synthetic benchmark arrays
  • data/derived/ with frozen real-task derived arrays
  • data/summaries/ with metric summaries and figure/table inputs
  • data/viewer/tasks.jsonl as the flat table used by the Hugging Face Dataset Viewer
  • docs/ with provenance, restricted-asset notes, and reviewer quickstart

The benchmark is designed to run on frozen derived arrays and fixed predictor outputs. Restricted raw assets are intentionally excluded.

Top-Level Files

  • BENCHMARK_PROTOCOL.md
  • EVALUATION_PROTOCOL.md
  • ASSET_PROVENANCE_AND_TERMS.md
  • COMPUTE_ENV.md
  • REPRODUCIBILITY.md
  • MANIFEST.json
  • VALIDATION_REPORT.json

Real-Task Derived Data

  • data/derived/cifar10_softmax/
  • data/derived/topics_20newsgroups/
  • data/derived/samson_unmixing/
  • data/derived/pbmc_pseudobulk/
  • data/derived/utkface_ldl/
  • data/derived/affectivetext/

Synthetic Data

  • data/synthetic/D1/
  • data/synthetic/D2/
  • data/synthetic/D3/
  • data/synthetic/D4/
  • data/synthetic/D5/
  • data/synthetic/D6/

Important Release Rule

The benchmark consumes frozen (Y, U) arrays, task-specific strata metadata, and release notes for restricted assets. It is not a raw-data mirror.

Hugging Face Dataset Viewer

The viewer-facing dataset is intentionally limited to data/viewer/tasks.jsonl. This flat JSONL table summarizes the 12 task cards with a uniform schema. The other JSON, JSONL, CSV, and NumPy files in this repository are artifact inputs for reproduction and should not be mixed into the Dataset Viewer table.

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