Hugging Face's logo

Datasets:
Ydsun
/
SynBench

Tasks:
Text Classification
Modalities:
Text
Formats:
json
Languages:
English
Size:
1M - 10M
Tags:
Synthetic
differential-privacy
membership-inference
benchmark
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
SynBench / README.md
Ydsun's picture
Ydsun
Drop redundant prompt column from OLMo-2 10-epoch files; update card
bcc785a verified
preview code
|
Raw History Blame Contribute Delete
35.1 kB
metadata 
license: other
license_name: per-subset
license_link: LICENSE.md
pretty_name: 'SynBench: A Benchmark for Differentially Private Text Generation'
language:
  - en
task_categories:
  - text-classification
tags:
  - synthetic
  - differential-privacy
  - membership-inference
  - benchmark
size_categories:
  - 100K<n<1M
configs:
  - config_name: hallmarks_of_cancer
    data_files:
      - split: train
        path: hallmarks_of_cancer/original/train-original.jsonl
      - split: test
        path: hallmarks_of_cancer/original/test-original.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_0_5
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-transformers/train0.5-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_1
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-transformers/train1-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_2
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-transformers/train2-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_4
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-transformers/train4-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_inf
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-transformers/trainnodp-dp-transformers.jsonl
      - split: llama_3_2_1b__aug_pe__eps_0_5
        path: hallmarks_of_cancer/Llama-3.2-1B/aug-pe/train0.5-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_1
        path: hallmarks_of_cancer/Llama-3.2-1B/aug-pe/train1-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_2
        path: hallmarks_of_cancer/Llama-3.2-1B/aug-pe/train2-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_4
        path: hallmarks_of_cancer/Llama-3.2-1B/aug-pe/train4-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_inf
        path: hallmarks_of_cancer/Llama-3.2-1B/aug-pe/trainnodp-aug-pe.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_0_5
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-diffusion/train0.5-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_1
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-diffusion/train1-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_2
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-diffusion/train2-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_4
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-diffusion/train4-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_inf
        path: >-
          hallmarks_of_cancer/Llama-3.2-1B/dp-diffusion/trainnodp-dp-diffusion.jsonl
      - split: llama_3_2_1b__epsvec__eps_0_5
        path: hallmarks_of_cancer/Llama-3.2-1B/EPSVec/train0.5-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_1
        path: hallmarks_of_cancer/Llama-3.2-1B/EPSVec/train1-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_2
        path: hallmarks_of_cancer/Llama-3.2-1B/EPSVec/train2-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_4
        path: hallmarks_of_cancer/Llama-3.2-1B/EPSVec/train4-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_inf
        path: hallmarks_of_cancer/Llama-3.2-1B/EPSVec/trainnodp-EPSVec.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_inf
        path: >-
          hallmarks_of_cancer/OLMo-2-0425-1B-10epochs/dp-transformers/train0-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_0_5
        path: >-
          hallmarks_of_cancer/OLMo-2-0425-1B-10epochs/dp-transformers/train0.5-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_1
        path: >-
          hallmarks_of_cancer/OLMo-2-0425-1B-10epochs/dp-transformers/train1-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_2
        path: >-
          hallmarks_of_cancer/OLMo-2-0425-1B-10epochs/dp-transformers/train2-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_4
        path: >-
          hallmarks_of_cancer/OLMo-2-0425-1B-10epochs/dp-transformers/train4-dp-transformers.jsonl
  - config_name: DMSAFN
    data_files:
      - split: train
        path: DMSAFN/original/train-original.jsonl
      - split: test
        path: DMSAFN/original/test-original.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_0_5
        path: DMSAFN/Llama-3.2-1B/dp-transformers/train0.5-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_1
        path: DMSAFN/Llama-3.2-1B/dp-transformers/train1-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_2
        path: DMSAFN/Llama-3.2-1B/dp-transformers/train2-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_4
        path: DMSAFN/Llama-3.2-1B/dp-transformers/train4-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_inf
        path: DMSAFN/Llama-3.2-1B/dp-transformers/trainnodp-dp-transformers.jsonl
      - split: llama_3_2_1b__aug_pe__eps_0_5
        path: DMSAFN/Llama-3.2-1B/aug-pe/train0.5-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_1
        path: DMSAFN/Llama-3.2-1B/aug-pe/train1-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_2
        path: DMSAFN/Llama-3.2-1B/aug-pe/train2-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_4
        path: DMSAFN/Llama-3.2-1B/aug-pe/train4-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_inf
        path: DMSAFN/Llama-3.2-1B/aug-pe/trainnodp-aug-pe.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_0_5
        path: DMSAFN/Llama-3.2-1B/dp-diffusion/train0.5-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_1
        path: DMSAFN/Llama-3.2-1B/dp-diffusion/train1-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_2
        path: DMSAFN/Llama-3.2-1B/dp-diffusion/train2-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_4
        path: DMSAFN/Llama-3.2-1B/dp-diffusion/train4-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_inf
        path: DMSAFN/Llama-3.2-1B/dp-diffusion/trainnodp-dp-diffusion.jsonl
      - split: llama_3_2_1b__epsvec__eps_0_5
        path: DMSAFN/Llama-3.2-1B/EPSVec/train0.5-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_1
        path: DMSAFN/Llama-3.2-1B/EPSVec/train1-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_2
        path: DMSAFN/Llama-3.2-1B/EPSVec/train2-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_4
        path: DMSAFN/Llama-3.2-1B/EPSVec/train4-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_inf
        path: DMSAFN/Llama-3.2-1B/EPSVec/trainnodp-EPSVec.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_0_5
        path: >-
          DMSAFN/Llama-3.2-1B-Instruct/dp-transformers/train0.5-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_1
        path: >-
          DMSAFN/Llama-3.2-1B-Instruct/dp-transformers/train1-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_2
        path: >-
          DMSAFN/Llama-3.2-1B-Instruct/dp-transformers/train2-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_4
        path: >-
          DMSAFN/Llama-3.2-1B-Instruct/dp-transformers/train4-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_inf
        path: >-
          DMSAFN/Llama-3.2-1B-Instruct/dp-transformers/trainnodp-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_0_5
        path: >-
          DMSAFN/Llama-3.2-3B-Instruct/dp-transformers/train0.5-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_1
        path: >-
          DMSAFN/Llama-3.2-3B-Instruct/dp-transformers/train1-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_2
        path: >-
          DMSAFN/Llama-3.2-3B-Instruct/dp-transformers/train2-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_4
        path: >-
          DMSAFN/Llama-3.2-3B-Instruct/dp-transformers/train4-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_inf
        path: >-
          DMSAFN/Llama-3.2-3B-Instruct/dp-transformers/trainnodp-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_0_5
        path: >-
          DMSAFN/Llama-3.1-8B-Instruct/dp-transformers/train0.5-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_1
        path: >-
          DMSAFN/Llama-3.1-8B-Instruct/dp-transformers/train1-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_2
        path: >-
          DMSAFN/Llama-3.1-8B-Instruct/dp-transformers/train2-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_4
        path: >-
          DMSAFN/Llama-3.1-8B-Instruct/dp-transformers/train4-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_inf
        path: >-
          DMSAFN/Llama-3.1-8B-Instruct/dp-transformers/trainnodp-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_inf
        path: >-
          DMSAFN/OLMo-2-0425-1B-10epochs/dp-transformers/train0-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_0_5
        path: >-
          DMSAFN/OLMo-2-0425-1B-10epochs/dp-transformers/train0.5-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_1
        path: >-
          DMSAFN/OLMo-2-0425-1B-10epochs/dp-transformers/train1-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_2
        path: >-
          DMSAFN/OLMo-2-0425-1B-10epochs/dp-transformers/train2-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_4
        path: >-
          DMSAFN/OLMo-2-0425-1B-10epochs/dp-transformers/train4-dp-transformers.jsonl
  - config_name: Lc37Fnd
    data_files:
      - split: train
        path: Lc37Fnd/original/train-original.jsonl
      - split: test
        path: Lc37Fnd/original/test-original.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_0_5
        path: Lc37Fnd/Llama-3.2-1B/dp-transformers/train0.5-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_1
        path: Lc37Fnd/Llama-3.2-1B/dp-transformers/train1-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_2
        path: Lc37Fnd/Llama-3.2-1B/dp-transformers/train2-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_4
        path: Lc37Fnd/Llama-3.2-1B/dp-transformers/train4-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_inf
        path: Lc37Fnd/Llama-3.2-1B/dp-transformers/trainnodp-dp-transformers.jsonl
      - split: llama_3_2_1b__aug_pe__eps_0_5
        path: Lc37Fnd/Llama-3.2-1B/aug-pe/train0.5-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_1
        path: Lc37Fnd/Llama-3.2-1B/aug-pe/train1-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_2
        path: Lc37Fnd/Llama-3.2-1B/aug-pe/train2-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_4
        path: Lc37Fnd/Llama-3.2-1B/aug-pe/train4-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_inf
        path: Lc37Fnd/Llama-3.2-1B/aug-pe/trainnodp-aug-pe.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_0_5
        path: Lc37Fnd/Llama-3.2-1B/dp-diffusion/train0.5-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_1
        path: Lc37Fnd/Llama-3.2-1B/dp-diffusion/train1-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_2
        path: Lc37Fnd/Llama-3.2-1B/dp-diffusion/train2-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_4
        path: Lc37Fnd/Llama-3.2-1B/dp-diffusion/train4-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_inf
        path: Lc37Fnd/Llama-3.2-1B/dp-diffusion/trainnodp-dp-diffusion.jsonl
      - split: llama_3_2_1b__epsvec__eps_0_5
        path: Lc37Fnd/Llama-3.2-1B/EPSVec/train0.5-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_1
        path: Lc37Fnd/Llama-3.2-1B/EPSVec/train1-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_2
        path: Lc37Fnd/Llama-3.2-1B/EPSVec/train2-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_4
        path: Lc37Fnd/Llama-3.2-1B/EPSVec/train4-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_inf
        path: Lc37Fnd/Llama-3.2-1B/EPSVec/trainnodp-EPSVec.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_inf
        path: >-
          Lc37Fnd/OLMo-2-0425-1B-10epochs/dp-transformers/train0-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_0_5
        path: >-
          Lc37Fnd/OLMo-2-0425-1B-10epochs/dp-transformers/train0.5-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_1
        path: >-
          Lc37Fnd/OLMo-2-0425-1B-10epochs/dp-transformers/train1-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_2
        path: >-
          Lc37Fnd/OLMo-2-0425-1B-10epochs/dp-transformers/train2-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_4
        path: >-
          Lc37Fnd/OLMo-2-0425-1B-10epochs/dp-transformers/train4-dp-transformers.jsonl
  - config_name: ZSTFNS
    data_files:
      - split: train
        path: ZSTFNS/original/train-original.jsonl
      - split: test
        path: ZSTFNS/original/test-original.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_0_5
        path: ZSTFNS/Llama-3.2-1B/dp-transformers/train0.5-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_1
        path: ZSTFNS/Llama-3.2-1B/dp-transformers/train1-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_2
        path: ZSTFNS/Llama-3.2-1B/dp-transformers/train2-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_4
        path: ZSTFNS/Llama-3.2-1B/dp-transformers/train4-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_inf
        path: ZSTFNS/Llama-3.2-1B/dp-transformers/trainnodp-dp-transformers.jsonl
      - split: llama_3_2_1b__aug_pe__eps_0_5
        path: ZSTFNS/Llama-3.2-1B/aug-pe/train0.5-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_1
        path: ZSTFNS/Llama-3.2-1B/aug-pe/train1-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_2
        path: ZSTFNS/Llama-3.2-1B/aug-pe/train2-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_4
        path: ZSTFNS/Llama-3.2-1B/aug-pe/train4-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_inf
        path: ZSTFNS/Llama-3.2-1B/aug-pe/trainnodp-aug-pe.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_0_5
        path: ZSTFNS/Llama-3.2-1B/dp-diffusion/train0.5-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_1
        path: ZSTFNS/Llama-3.2-1B/dp-diffusion/train1-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_2
        path: ZSTFNS/Llama-3.2-1B/dp-diffusion/train2-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_4
        path: ZSTFNS/Llama-3.2-1B/dp-diffusion/train4-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_inf
        path: ZSTFNS/Llama-3.2-1B/dp-diffusion/trainnodp-dp-diffusion.jsonl
      - split: llama_3_2_1b__epsvec__eps_0_5
        path: ZSTFNS/Llama-3.2-1B/EPSVec/train0.5-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_1
        path: ZSTFNS/Llama-3.2-1B/EPSVec/train1-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_2
        path: ZSTFNS/Llama-3.2-1B/EPSVec/train2-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_4
        path: ZSTFNS/Llama-3.2-1B/EPSVec/train4-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_inf
        path: ZSTFNS/Llama-3.2-1B/EPSVec/trainnodp-EPSVec.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_inf
        path: >-
          ZSTFNS/OLMo-2-0425-1B-10epochs/dp-transformers/train0-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_0_5
        path: >-
          ZSTFNS/OLMo-2-0425-1B-10epochs/dp-transformers/train0.5-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_1
        path: >-
          ZSTFNS/OLMo-2-0425-1B-10epochs/dp-transformers/train1-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_2
        path: >-
          ZSTFNS/OLMo-2-0425-1B-10epochs/dp-transformers/train2-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_4
        path: >-
          ZSTFNS/OLMo-2-0425-1B-10epochs/dp-transformers/train4-dp-transformers.jsonl
  - config_name: AYSLAX
    data_files:
      - split: train
        path: AYSLAX/original/train-original.jsonl
      - split: test
        path: AYSLAX/original/test-original.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_0_5
        path: AYSLAX/Llama-3.2-1B/dp-transformers/train0.5-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_1
        path: AYSLAX/Llama-3.2-1B/dp-transformers/train1-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_2
        path: AYSLAX/Llama-3.2-1B/dp-transformers/train2-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_4
        path: AYSLAX/Llama-3.2-1B/dp-transformers/train4-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_inf
        path: AYSLAX/Llama-3.2-1B/dp-transformers/trainnodp-dp-transformers.jsonl
      - split: llama_3_2_1b__aug_pe__eps_0_5
        path: AYSLAX/Llama-3.2-1B/aug-pe/train0.5-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_1
        path: AYSLAX/Llama-3.2-1B/aug-pe/train1-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_2
        path: AYSLAX/Llama-3.2-1B/aug-pe/train2-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_4
        path: AYSLAX/Llama-3.2-1B/aug-pe/train4-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_inf
        path: AYSLAX/Llama-3.2-1B/aug-pe/trainnodp-aug-pe.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_0_5
        path: AYSLAX/Llama-3.2-1B/dp-diffusion/train0.5-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_1
        path: AYSLAX/Llama-3.2-1B/dp-diffusion/train1-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_2
        path: AYSLAX/Llama-3.2-1B/dp-diffusion/train2-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_4
        path: AYSLAX/Llama-3.2-1B/dp-diffusion/train4-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_inf
        path: AYSLAX/Llama-3.2-1B/dp-diffusion/trainnodp-dp-diffusion.jsonl
      - split: llama_3_2_1b__epsvec__eps_0_5
        path: AYSLAX/Llama-3.2-1B/EPSVec/train0.5-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_1
        path: AYSLAX/Llama-3.2-1B/EPSVec/train1-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_2
        path: AYSLAX/Llama-3.2-1B/EPSVec/train2-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_4
        path: AYSLAX/Llama-3.2-1B/EPSVec/train4-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_inf
        path: AYSLAX/Llama-3.2-1B/EPSVec/trainnodp-EPSVec.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_0_5
        path: >-
          AYSLAX/Llama-3.2-1B-Instruct/dp-transformers/train0.5-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_1
        path: >-
          AYSLAX/Llama-3.2-1B-Instruct/dp-transformers/train1-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_2
        path: >-
          AYSLAX/Llama-3.2-1B-Instruct/dp-transformers/train2-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_4
        path: >-
          AYSLAX/Llama-3.2-1B-Instruct/dp-transformers/train4-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_1b_instruct__dp_transformers__eps_inf
        path: >-
          AYSLAX/Llama-3.2-1B-Instruct/dp-transformers/trainnodp-dp-transformers-Llama-3.2-1B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_0_5
        path: >-
          AYSLAX/Llama-3.2-3B-Instruct/dp-transformers/train0.5-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_1
        path: >-
          AYSLAX/Llama-3.2-3B-Instruct/dp-transformers/train1-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_2
        path: >-
          AYSLAX/Llama-3.2-3B-Instruct/dp-transformers/train2-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_4
        path: >-
          AYSLAX/Llama-3.2-3B-Instruct/dp-transformers/train4-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_2_3b_instruct__dp_transformers__eps_inf
        path: >-
          AYSLAX/Llama-3.2-3B-Instruct/dp-transformers/trainnodp-dp-transformers-Llama-3.2-3B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_0_5
        path: >-
          AYSLAX/Llama-3.1-8B-Instruct/dp-transformers/train0.5-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_1
        path: >-
          AYSLAX/Llama-3.1-8B-Instruct/dp-transformers/train1-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_2
        path: >-
          AYSLAX/Llama-3.1-8B-Instruct/dp-transformers/train2-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_4
        path: >-
          AYSLAX/Llama-3.1-8B-Instruct/dp-transformers/train4-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: llama_3_1_8b_instruct__dp_transformers__eps_inf
        path: >-
          AYSLAX/Llama-3.1-8B-Instruct/dp-transformers/trainnodp-dp-transformers-Llama-3.1-8B-Instruct.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_inf
        path: >-
          AYSLAX/OLMo-2-0425-1B-10epochs/dp-transformers/train0-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_0_5
        path: >-
          AYSLAX/OLMo-2-0425-1B-10epochs/dp-transformers/train0.5-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_1
        path: >-
          AYSLAX/OLMo-2-0425-1B-10epochs/dp-transformers/train1-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_2
        path: >-
          AYSLAX/OLMo-2-0425-1B-10epochs/dp-transformers/train2-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_4
        path: >-
          AYSLAX/OLMo-2-0425-1B-10epochs/dp-transformers/train4-dp-transformers.jsonl
  - config_name: EURLEX
    data_files:
      - split: train
        path: EURLEX/original/train-original.jsonl
      - split: test
        path: EURLEX/original/test-original.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_0_5
        path: EURLEX/Llama-3.2-1B/dp-transformers/train0.5-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_1
        path: EURLEX/Llama-3.2-1B/dp-transformers/train1-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_2
        path: EURLEX/Llama-3.2-1B/dp-transformers/train2-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_4
        path: EURLEX/Llama-3.2-1B/dp-transformers/train4-dp-transformers.jsonl
      - split: llama_3_2_1b__dp_transformers__eps_inf
        path: EURLEX/Llama-3.2-1B/dp-transformers/trainnodp-dp-transformers.jsonl
      - split: llama_3_2_1b__aug_pe__eps_0_5
        path: EURLEX/Llama-3.2-1B/aug-pe/train0.5-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_1
        path: EURLEX/Llama-3.2-1B/aug-pe/train1-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_2
        path: EURLEX/Llama-3.2-1B/aug-pe/train2-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_4
        path: EURLEX/Llama-3.2-1B/aug-pe/train4-aug-pe.jsonl
      - split: llama_3_2_1b__aug_pe__eps_inf
        path: EURLEX/Llama-3.2-1B/aug-pe/trainnodp-aug-pe.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_0_5
        path: EURLEX/Llama-3.2-1B/dp-diffusion/train0.5-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_1
        path: EURLEX/Llama-3.2-1B/dp-diffusion/train1-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_2
        path: EURLEX/Llama-3.2-1B/dp-diffusion/train2-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_4
        path: EURLEX/Llama-3.2-1B/dp-diffusion/train4-dp-diffusion.jsonl
      - split: llama_3_2_1b__dp_diffusion__eps_inf
        path: EURLEX/Llama-3.2-1B/dp-diffusion/trainnodp-dp-diffusion.jsonl
      - split: llama_3_2_1b__epsvec__eps_0_5
        path: EURLEX/Llama-3.2-1B/EPSVec/train0.5-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_1
        path: EURLEX/Llama-3.2-1B/EPSVec/train1-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_2
        path: EURLEX/Llama-3.2-1B/EPSVec/train2-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_4
        path: EURLEX/Llama-3.2-1B/EPSVec/train4-EPSVec.jsonl
      - split: llama_3_2_1b__epsvec__eps_inf
        path: EURLEX/Llama-3.2-1B/EPSVec/trainnodp-EPSVec.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_inf
        path: >-
          EURLEX/OLMo-2-0425-1B-10epochs/dp-transformers/train0-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_0_5
        path: >-
          EURLEX/OLMo-2-0425-1B-10epochs/dp-transformers/train0.5-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_1
        path: >-
          EURLEX/OLMo-2-0425-1B-10epochs/dp-transformers/train1-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_2
        path: >-
          EURLEX/OLMo-2-0425-1B-10epochs/dp-transformers/train2-dp-transformers.jsonl
      - split: olmo_2_0425_1b_10epochs__dp_transformers__eps_4
        path: >-
          EURLEX/OLMo-2-0425-1B-10epochs/dp-transformers/train4-dp-transformers.jsonl

SynBench: A Benchmark for Differentially Private Text Generation

Synthetic text generated with differential privacy (DP) from six domain-specific classification datasets, together with the original splits and the membership-inference audit (MIA) data used in the NeurIPS 2026 Evaluations & Datasets paper SynBench: A Benchmark for Differentially Private Text Generation.

Three further benchmark datasets (PsyTAR, N2C2'08, MIMIC) are under data use agreements and are not included; see the paper for how to obtain them.

Datasets and licenses

Each config is one source dataset. The original records and every synthetic dataset derived from them are released under the license of that source dataset — the licenses differ, so check the one for the config you use. The repository-level license: other reflects this.

config name in paper domain task train / test source license
hallmarks_of_cancer HoC biomedical multi-label 10301 / 1818 bigbio/hallmarks_of_cancer gpl-3.0
DMSAFN DMSAFN finance single-label (3 classes) 3876 / 970 Daniel-ML/sentiment-analysis-for-financial-news-v2 cc-by-nc-sa-4.0
Lc37Fnd LC37FND finance single-label (3 classes) 5620 / 1424 luckycat37/financial-news-dataset cc-by-nc-sa-4.0
ZSTFNS ZSTFNS finance single-label (3 classes) 9543 / 2388 zeroshot/twitter-financial-news-sentiment mit
AYSLAX ASYLAX legal single-label (3 classes) 7999 / 1000 clairebarale/AsyLex cc-by-nc-sa-4.0
EURLEX EURLEX legal multi-label (8 EuroVoc concepts) 4942 / 1245 EURLEX57K cc-by-sa-4.0

Loading 

from datasets import load_dataset

ds = load_dataset("Ydsun/SynBench", "DMSAFN")
ds["train"]                                   # real training split
ds["test"]                                    # real test split (held out, never used for generation)
ds["llama_3_2_1b__dp_transformers__eps_1"]    # synthetic data, DP-Gen on Llama-3.2-1B, ε = 1

Every record is {"text": str, "label": list[str]}; single-label datasets use a one-element list.

Split names

Synthetic splits are named <generator>__<method>__eps_<ε> (lower case, non-alphanumerics → _):

  • generator: llama_3_2_1b (main results), llama_3_2_1b_instruct, llama_3_2_3b_instruct, llama_3_1_8b_instruct (generator-size study; AYSLAX and DMSAFN only), olmo_2_0425_1b_10epochs (OLMo-2 replication, DP-Gen only, generator fine-tuned for 10 epochs)
  • method: dp_transformers (DP-Gen), aug_pe (AUG-PE), dp_diffusion (DP-Dfs), epsvec (EPSVec)
  • ε: 0_5, 1, 2, 4, or inf (no DP). In the raw file names no-DP is nodp for Llama and 0 for OLMo-2.

Repository layout 

<dataset>/
├── original/                      train-original.jsonl, test-original.jsonl
├── Llama-3.2-1B/
│   ├── dp-transformers/           train{0.5,1,2,4,nodp}-dp-transformers.jsonl
│   ├── aug-pe/                    train{…}-aug-pe.jsonl
│   ├── dp-diffusion/              train{…}-dp-diffusion.jsonl
│   └── EPSVec/                    train{…}-EPSVec.jsonl
├── Llama-3.2-{1B,3B}-Instruct/, Llama-3.1-8B-Instruct/   (AYSLAX, DMSAFN)
│   └── dp-transformers/           train{…}-dp-transformers-<model>.jsonl
├── OLMo-2-0425-1B-10epochs/
│   └── dp-transformers/           train{0,0.5,1,2,4}-dp-transformers.jsonl   (0 = no DP)
└── mia/                           (AYSLAX, DMSAFN)
    ├── vulsamples/                all_outliers.jsonl (MIA targets), outlier_indices.npy, config.json
    ├── D_sample/
    │   ├── split_datasets/        D_p_indices.npy, D_a_indices.npy (private / auxiliary split of train)
    │   ├── sampled_private_datasets/   dataset_{0..99}.jsonl + sampling_labels.json (membership ground truth)
    │   └── sampled_4ref_datasets_outliers/  dataset_{0..3}.jsonl + sampling_labels.json (reference sets)
    └── D_synth/{augpe,dp-transformers}/finalresults/
                                   dataset_{i}_e{ε}_samples.jsonl  (synthetic version of private subset i; e0 = no DP)

Synthetic data: record counts

Most generators produce one record per real training record. Counts differ where generation or post-processing dropped records (OLMo-2 DP-Gen outputs were de-duplicated on (text, label), keeping the first occurrence; AUG-PE and DP-Dfs drop empty or invalid generations). "–" = not generated.

hallmarks_of_cancer

generator method ε=inf ε=4 ε=2 ε=1 ε=0.5
Llama-3.2-1B dp-transformers 10301 10301 10301 10301 10301
Llama-3.2-1B aug-pe 9550 9451 9497 9471 9410
Llama-3.2-1B dp-diffusion 10300 10299 10273 10067 9660
Llama-3.2-1B EPSVec 10301 10301 10301 10301 10301
OLMo-2-0425-1B-10epochs dp-transformers 8287 10263 10262 10226 10174

DMSAFN

generator method ε=inf ε=4 ε=2 ε=1 ε=0.5
Llama-3.2-1B dp-transformers 3876 3876 3876 3876 3876
Llama-3.2-1B aug-pe 3687 3681 3677 3693 3684
Llama-3.2-1B dp-diffusion 3876 3876 3876 3638 24
Llama-3.2-1B EPSVec 3876 3876 3876 3876 3876
Llama-3.2-1B-Instruct dp-transformers 3872 3876 3876 3876 3876
Llama-3.2-3B-Instruct dp-transformers 3857 3876 3876 3876 3876
Llama-3.1-8B-Instruct dp-transformers 3772 3876 3876 3876 3876
OLMo-2-0425-1B-10epochs dp-transformers 2875 3825 3839 3832 3762

Lc37Fnd

generator method ε=inf ε=4 ε=2 ε=1 ε=0.5
Llama-3.2-1B dp-transformers 5349 5609 5615 5616 5597
Llama-3.2-1B aug-pe 5614 5614 5614 5614 5614
Llama-3.2-1B dp-diffusion 5620 5620 5620 5620 5620
Llama-3.2-1B EPSVec 5620 5620 5620 5620 5620
OLMo-2-0425-1B-10epochs dp-transformers 5620 5608 5617 5606 5608

ZSTFNS

generator method ε=inf ε=4 ε=2 ε=1 ε=0.5
Llama-3.2-1B dp-transformers 6710 9435 9370 9001 9541
Llama-3.2-1B aug-pe 9010 8911 8850 8836 8778
Llama-3.2-1B dp-diffusion 9537 9543 9543 9437 899
Llama-3.2-1B EPSVec 9543 9543 9543 9543 9543
OLMo-2-0425-1B-10epochs dp-transformers 7353 9535 9522 9525 9511

AYSLAX

generator method ε=inf ε=4 ε=2 ε=1 ε=0.5
Llama-3.2-1B dp-transformers 8999 8994 8995 8989 8998
Llama-3.2-1B aug-pe 7958 7734 7730 7713 7746
Llama-3.2-1B dp-diffusion 7999 7999 7999 7999 7999
Llama-3.2-1B EPSVec 7999 7999 7999 7999 7999
Llama-3.2-1B-Instruct dp-transformers 7999 7999 7999 7999 7999
Llama-3.2-3B-Instruct dp-transformers 7999 7999 7999 7999 7999
Llama-3.1-8B-Instruct dp-transformers 7999 7999 7996 7999 7999
OLMo-2-0425-1B-10epochs dp-transformers 7999 7997 7994 7995 7995

EURLEX

generator method ε=inf ε=4 ε=2 ε=1 ε=0.5
Llama-3.2-1B dp-transformers 4942 4942 4942 4942 4942
Llama-3.2-1B aug-pe 4858 4857 4858 4856 4858
Llama-3.2-1B dp-diffusion 4942 4561 4082 2768 380
Llama-3.2-1B EPSVec 4942 4942 4942 4942 4942
OLMo-2-0425-1B-10epochs dp-transformers 4933 4939 4938 4938 4934

How the data was generated

  • DP-Gen (dp-transformers): the generator is fine-tuned with DP-SGD conditioned on the label as a control code, then sampled with one prompt per real training record's label set.
  • AUG-PE (aug-pe): private evolution with the generator as the API model.
  • DP-Dfs (dp-diffusion): DP-SGD-trained text diffusion with a GENIE backbone (independent of the Llama/OLMo generator; stored under Llama-3.2-1B/ for layout only).
  • EPSVec (EPSVec): steering with a privatised dataset vector.

ε ∈ {0.5, 1, 2, 4} plus a no-DP run. Full hyper-parameters are in the paper's appendix A.3.

Dataset-specific notes

  • EURLEX is a subset of EURLEX57K restricted to 8 EuroVoc concepts (see the paper for the selection).
  • LC37FND labels are derived from the sentiment scores of luckycat37/financial-news-dataset (articles scraped from finance.yahoo.com); see the paper for the mapping.
  • ASYLAX original texts contain mis-decoded UTF-8 (e.g. ’); they are released unchanged because all generators and classifiers were run on them.
  • DP-Dfs collapses at small ε on some datasets (e.g. DMSAFN ε=0.5: 24 records; EURLEX ε=0.5: 380; ZSTFNS ε=0.5: 899). These files are released as produced; the paper reports such settings as unusable.
  • AYSLAX Llama-3.2-1B/dp-transformers files have ~8,990–8,999 records (more than the 7,999 training records); they are released as produced.
  • AYSLAX mia/D_synth/augpe/finalresults lacks dataset_1_e0.5 and dataset_1_e2.
  • mia/D_synth/augpe files originally stored label as a string; in this release it is wrapped in a one-element list to match every other file. Texts are unchanged.
  • OLMo-2 10-epoch DP-Gen files had an extra prompt column equal to the generation control code ("\t".join(label) + "\n\n"); it is dropped here so all splits share the text/label schema.

Intended use

Benchmarking DP synthetic text generators (utility: train a classifier on a synthetic split, evaluate on test; fidelity: compare synthetic to real text; privacy: re-run the MIA audit). The synthetic data is not a privacy-safe substitute for the originals here — the originals are public and are released alongside it.

Citation 

@inproceedings{sun2026synbench,
  title     = {SynBench: A Benchmark for Differentially Private Text Generation},
  author    = {Sun, Yidan and Schlegel, Viktor and Nandakumar, Srinivasan and Zahid, Iqra and Wu, Yuping and
               Wu, Yulong and Li, Hao and Zhang, Jie and Del-Pinto, Warren and Nenadic, Goran and
               Lam, Siew Kei and Bharath, Anil Anthony},
  booktitle = {Advances in Neural Information Processing Systems (Evaluations and Datasets Track)},
  year      = {2026}
}

Please also cite the source dataset of every config you use (see the table above).