| --- |
| 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](https://huggingface.co/datasets/bigbio/hallmarks_of_cancer) | `gpl-3.0` | |
| | `DMSAFN` | DMSAFN | finance | single-label (3 classes) | 3876 / 970 | [Daniel-ML/sentiment-analysis-for-financial-news-v2](https://huggingface.co/datasets/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](https://huggingface.co/datasets/luckycat37/financial-news-dataset) | `cc-by-nc-sa-4.0` | |
| | `ZSTFNS` | ZSTFNS | finance | single-label (3 classes) | 9543 / 2388 | [zeroshot/twitter-financial-news-sentiment](https://huggingface.co/datasets/zeroshot/twitter-financial-news-sentiment) | `mit` | |
| | `AYSLAX` | ASYLAX | legal | single-label (3 classes) | 7999 / 1000 | [clairebarale/AsyLex](https://huggingface.co/datasets/clairebarale/AsyLex) | `cc-by-nc-sa-4.0` | |
| | `EURLEX` | EURLEX | legal | multi-label (8 EuroVoc concepts) | 4942 / 1245 | [EURLEX57K](https://huggingface.co/datasets/jonathanli/eurlex) | `cc-by-sa-4.0` | |
|
|
| ## Loading |
|
|
| ```python |
| 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 |
|
|
| ```bibtex |
| @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). |
|
|
