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SimplexTasks-12-data

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metadata 
pretty_name: SimplexTasks-12-data
license: cc-by-4.0
task_categories:
  - other
tags:
  - conformal-prediction
  - uncertainty-estimation
  - simplex
  - benchmark
  - task-collection
configs:
  - config_name: tasks
    data_files:
      - split: train
        path: data/viewer/tasks.jsonl

SimplexTasks-12-data

Dataset-style artifact for the SimplexUQ benchmark.

Official repository

Authors: Liang You, Hengyu Shi, and Dongwen Ou.

This personal-account release is synchronized from the anonymous review artifact at revision a3c1f1f3975cecaae991e8dd256c2e66cd42adf6. The frozen data arrays are unchanged; this is a repository and metadata update, not a new experiment run. The source repository is anonymous0523ly/SimplexTasks-12-data. Archived result summaries retain their original experiment protocols; they are not a claim that every historical summary matches the final manuscript.

The repository retains the source artifact's license metadata. This does not override task-specific source terms or grant new rights to third-party assets; consult LICENSE, ASSET_PROVENANCE_AND_TERMS.md, and the task cards.

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.