metadata
license: mit
language:
- en
tags:
- unlearning
- privacy
- benchmark
- multimodal
pretty_name: PPU-Bench
task_categories:
- question-answering
- text-generation
size_categories:
- 100K<n<1M
configs:
- config_name: train_pair_qwen3
data_files: train_pair_qwen3/train-*.parquet
- config_name: train_pair_gemma3
data_files: train_pair_gemma3/train-*.parquet
- config_name: train_pair_qwen3_qa
data_files: train_pair_qwen3_qa/train-*.parquet
- config_name: train_pair_gemma3_qa
data_files: train_pair_gemma3_qa/train-*.parquet
- config_name: unlearning_target
data_files: unlearning_target/train-*.parquet
- config_name: ppu_eval_cloze
data_files:
- split: test
path: ppu_eval_cloze/test-*.parquet
- config_name: ppu_eval_classification
data_files:
- split: test
path: ppu_eval_classification/test-*.parquet
- config_name: ppu_eval_generation
data_files:
- split: test
path: ppu_eval_generation/test-*.parquet
- config_name: cross_image_complete_r5
data_files:
- split: test
path: cross_image_complete_r5/test-*.parquet
- config_name: cross_image_complete_r15
data_files:
- split: test
path: cross_image_complete_r15/test-*.parquet
- config_name: cross_image_complete_r30
data_files:
- split: test
path: cross_image_complete_r30/test-*.parquet
- config_name: cross_image_selective
data_files:
- split: test
path: cross_image_selective/test-*.parquet
- config_name: cross_image_persona
data_files:
- split: test
path: cross_image_persona/test-*.parquet
- config_name: random_prefix_complete30
data_files:
- split: test
path: random_prefix_complete30/test-*.parquet
- config_name: random_prefix_selective
data_files:
- split: test
path: random_prefix_selective/test-*.parquet
- config_name: random_prefix_persona
data_files:
- split: test
path: random_prefix_persona/test-*.parquet
- config_name: jailbreak_style_prompt_complete30
data_files:
- split: test
path: jailbreak_style_prompt_complete30/test-*.parquet
- config_name: jailbreak_style_prompt_selective
data_files:
- split: test
path: jailbreak_style_prompt_selective/test-*.parquet
- config_name: jailbreak_style_prompt_persona
data_files:
- split: test
path: jailbreak_style_prompt_persona/test-*.parquet
- config_name: paraphrase_complete30
data_files:
- split: test
path: paraphrase_complete30/test-*.parquet
- config_name: paraphrase_selective
data_files:
- split: test
path: paraphrase_selective/test-*.parquet
- config_name: paraphrase_persona
data_files:
- split: test
path: paraphrase_persona/test-*.parquet
PPU-Bench: Real-World Multimodal Benchmark for Personalized Partial Unlearning
PPU-Bench is a real-world multimodal benchmark designed to evaluate personalized partial unlearning in vision-language models. It supports multiple unlearning settings and provides training/evaluation data for different VLM backbones.