Datasets:
| pretty_name: Permission Command Corpus | |
| language: | |
| - en | |
| license: apache-2.0 | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - text-classification | |
| size_categories: | |
| - 10K<n<100K | |
| configs: | |
| - config_name: gold | |
| data_files: | |
| - split: train | |
| path: gold/train.csv | |
| - split: validation | |
| path: gold/validation.csv | |
| - split: test | |
| path: gold/test.csv | |
| - config_name: silver_weak_labels | |
| data_files: | |
| - split: raw | |
| path: silver_weak_labels/raw.csv | |
| - config_name: review_queue | |
| data_files: | |
| - split: raw | |
| path: review_queue/raw.csv | |
| # Permission Command Corpus | |
| This dataset repo keeps three views of the command-safety corpus: | |
| - **gold**: trusted rows used for training the primary command-permission classifier | |
| - **silver_weak_labels**: mined weak-label rows from Sigma / LOLBAS / GTFOBins / Atomic Red Team / Falco that have been kept as useful but are not promoted to gold | |
| - **review_queue**: unresolved or review-needed rows that should not be treated as trusted training data | |
| ## Primary intended use | |
| This corpus is for local command-risk classification in front of an LLM or tool bridge. | |
| The gold config should remain the only default source for the production classifier. | |
| Silver and review configs are preserved for adjudication, augmentation, and auditability. | |
| ## Gold columns | |
| - `text` | |
| - `normalized_text` | |
| - `actual_label` | |
| - `surface_label` | |
| - `obfuscation_label` | |
| - `obfuscation_type` | |
| - `risk_class` | |
| - `shell_family` | |
| - `source` | |
| - `split` | |
| ## Silver / review columns | |
| - `sample_id` | |
| - `text` | |
| - `normalized_text` | |
| - `label` | |
| - `surface_label` | |
| - `obfuscation_label` | |
| - `risk_class` | |
| - `label_source` | |
| - `source_family` | |
| - `source_repo` | |
| - `source_path` | |
| - `source_title` | |
| - `category` | |
| - `attack_tags` | |
| - `platform` | |
| - `confidence` | |
| - `needs_adjudication` | |
| - `keep_for_training` | |
| - `training_role` | |
| - `adjudication_reason` | |
| - `adjudication_model` | |
| - `dataset_role` | |
| - `promotion_status` | |
| - `created_at` | |
| ## Important caveat | |
| Do **not** merge the silver or review configs directly into the gold training split without adjudication. | |
| The weak-label corpora are valuable, but they are not equivalent to trusted labels. | |