| --- |
| dataset_info: |
| - config_name: harmless-rm |
| features: |
| - name: pair_id |
| dtype: string |
| - name: source |
| dtype: string |
| - name: stratum |
| dtype: string |
| - name: messages |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: chosen |
| dtype: string |
| - name: rejected |
| dtype: string |
| - name: chosen_kind |
| dtype: string |
| - name: rejected_kind |
| dtype: string |
| - name: chosen_words |
| dtype: int64 |
| - name: rejected_words |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 58701742 |
| num_examples: 56292 |
| - name: test |
| num_bytes: 3775393 |
| num_examples: 3520 |
| download_size: 44696033 |
| dataset_size: 62477135 |
| - config_name: helpful-rm |
| features: |
| - name: pair_id |
| dtype: string |
| - name: source |
| dtype: string |
| - name: stratum |
| dtype: string |
| - name: messages |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: chosen |
| dtype: string |
| - name: rejected |
| dtype: string |
| - name: chosen_kind |
| dtype: string |
| - name: rejected_kind |
| dtype: string |
| - name: chosen_words |
| dtype: int64 |
| - name: rejected_words |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 190844215 |
| num_examples: 131490 |
| - name: test |
| num_bytes: 20409471 |
| num_examples: 14385 |
| download_size: 154569824 |
| dataset_size: 211253686 |
| - config_name: rl-prompts |
| features: |
| - name: prompt_id |
| dtype: string |
| - name: source |
| dtype: string |
| - name: stratum |
| dtype: string |
| - name: selection |
| dtype: string |
| - name: messages |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: responses |
| list: |
| - name: text |
| dtype: string |
| - name: kind |
| dtype: string |
| - name: safe |
| dtype: string |
| - name: preference_pairs |
| list: |
| - name: helpful_index |
| dtype: int64 |
| - name: harmless_index |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 300677500 |
| num_examples: 185020 |
| download_size: 287691705 |
| dataset_size: 300677500 |
| - config_name: sft-prompts |
| features: |
| - name: prompt_id |
| dtype: string |
| - name: source |
| dtype: string |
| - name: stratum |
| dtype: string |
| - name: selection |
| dtype: string |
| - name: messages |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: responses |
| list: |
| - name: text |
| dtype: string |
| - name: kind |
| dtype: string |
| - name: safe |
| dtype: string |
| - name: reward_helpful |
| dtype: float64 |
| - name: reward_harmless |
| dtype: float64 |
| - name: preference_pairs |
| list: |
| - name: helpful_index |
| dtype: int64 |
| - name: harmless_index |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 307680048 |
| num_examples: 185020 |
| download_size: 294830022 |
| dataset_size: 307680048 |
| configs: |
| - config_name: harmless-rm |
| data_files: |
| - split: train |
| path: harmless-rm/train-* |
| - split: test |
| path: harmless-rm/test-* |
| - config_name: helpful-rm |
| data_files: |
| - split: train |
| path: helpful-rm/train-* |
| - split: test |
| path: helpful-rm/test-* |
| - config_name: rl-prompts |
| data_files: |
| - split: train |
| path: rl-prompts/train-* |
| - config_name: sft-prompts |
| data_files: |
| - split: train |
| path: sft-prompts/train-* |
| --- |
| # safe-alignment-dynamic |
|
|
| Training prompts for score-conditioned SFT / RL and separate reward-model pair sets; nothing here is scored. |
| `sft-prompts/train` and `rl-prompts/train`: the same prompt pool, deduplicated across sources with responses |
| merged and HH/PKU test prompts removed. `rl-prompts` additionally marks `selection=pku_label_conflict` where PKU's |
| better and safer labels disagree with opposite safety flags; `preference_pairs` indexes those responses. |
| This is an annotation, not a filter or a sampling weight. Both configs are train-only; evaluation prompts are |
| prepared by the evaluation processor. Strata are source proxies, not content labels: `benign` (HH helpful-*), |
| `harmful` (HH harmless-base, PKU with an unsafe response), `unlabeled` (PKU with two safe responses). |
| |
| `helpful-rm` train: HH helpful pairs; PKU pairs whose two replies are both safe (better label, safety held |
| constant); a small answer > refusal augmentation on Guard-Safe HH helpful-base prompts, negatives alternating |
| fixed templates and transplanted HH harmless-base refusals. Test keeps every PKU pair. `harmless-rm`: HH |
| harmless-base pairs and PKU pairs with one safe and one unsafe reply (safe > unsafe). Both heads receive |
| the same benign answer > refusal pairs, at most 15% of the smaller final training split. |
| Standard chosen/rejected pairs only: no judge labels, no ties, no label flips, no manufactured conflict. |
| Harmless therefore includes appropriate responses to benign requests, rather than pure content safety. |
| Guard screens requests only; it does not certify answer correctness. Native pairs are length-balanced |
| (chosen longer by >20 words subsampled to match rejected longer), then shared augmentation is added. |
| Augmentation can retain length bias; its length counts and realized shares are reported. Sources: Anthropic/hh-rlhf, |
| PKU-Alignment/PKU-SafeRLHF. |
| |
| ## Composition |
| |
| ```json |
| { |
| "source_revisions": { |
| "Anthropic/hh-rlhf": "09be8c5bbc57cb3887f3a9732ad6aa7ec602a1fa", |
| "PKU-Alignment/PKU-SafeRLHF": "9421ffafec3fa40a1f1a7d567b4d525079477ecb" |
| }, |
| "hh_skipped": { |
| "hh-helpful-base/train/invalid": 187, |
| "hh-helpful-base/train/unusable": 111, |
| "hh-helpful-base/test/unusable": 6, |
| "hh-helpful-base/test/invalid": 15, |
| "hh-helpful-online/train/unusable": 105, |
| "hh-helpful-online/train/invalid": 19, |
| "hh-helpful-online/test/unusable": 5, |
| "hh-helpful-online/test/invalid": 2, |
| "hh-helpful-rs/train/unusable": 655, |
| "hh-helpful-rs/train/invalid": 43, |
| "hh-helpful-rs/test/unusable": 32, |
| "hh-helpful-rs/test/invalid": 3, |
| "hh-harmless-base/train/invalid": 222, |
| "hh-harmless-base/train/unusable": 53, |
| "hh-harmless-base/test/unusable": 4, |
| "hh-harmless-base/test/invalid": 9 |
| }, |
| "augmentation": { |
| "refusal_donors": 466, |
| "shared_pairs": 8443, |
| "duplicate_or_existing_pairs_removed": 0, |
| "chosen_longer": 0, |
| "rejected_longer": 0, |
| "skipped_no_length_matched_negative": 51, |
| "negative_kinds": { |
| "template": 2915, |
| "transplanted_refusal": 5029, |
| "clarification": 499 |
| } |
| }, |
| "guard": { |
| "model": "Qwen/Qwen3Guard-Gen-4B", |
| "candidates": 42595, |
| "labels": { |
| "Safe": 41934, |
| "Controversial": 577, |
| "Unsafe": 84 |
| }, |
| "safe_prompts": 41934, |
| "harmless_base_veto": { |
| "pairs": 42262, |
| "dropped_contradicted": 2330, |
| "level_matrix": { |
| "chosen=0,rejected=0": 18399, |
| "chosen=2,rejected=2": 11507, |
| "chosen=2,rejected=0": 4911, |
| "chosen=0,rejected=1": 661, |
| "chosen=1,rejected=1": 861, |
| "chosen=1,rejected=2": 915, |
| "chosen=1,rejected=0": 2110, |
| "chosen=2,rejected=1": 2144, |
| "chosen=0,rejected=2": 754 |
| } |
| } |
| }, |
| "clarity": { |
| "model": "Qwen/Qwen3-4B-Instruct-2507", |
| "question_like": 17127, |
| "self_contained": 14840 |
| }, |
| "rl_pool": { |
| "unique_prompts": 185020, |
| "conflict_prompts": 1454, |
| "conflict_pairs": 1512, |
| "duplicate_prompts_merged": 4853 |
| }, |
| "prompts_train_removed_for_test_overlap": 7520, |
| "splits": [ |
| { |
| "config": "sft-prompts", |
| "split": "train", |
| "rows": 185020, |
| "by_source": { |
| "hh-helpful-base": 43455, |
| "pku": 32206, |
| "hh-helpful-online": 21847, |
| "hh-helpful-rs": 51484, |
| "hh-harmless-base": 36028 |
| }, |
| "by_stratum": { |
| "benign": 116786, |
| "unlabeled": 13504, |
| "harmful": 54730 |
| } |
| }, |
| { |
| "config": "rl-prompts", |
| "split": "train", |
| "rows": 185020, |
| "by_source": { |
| "hh-helpful-base": 43455, |
| "pku": 32206, |
| "hh-helpful-online": 21847, |
| "hh-helpful-rs": 51484, |
| "hh-harmless-base": 36028 |
| }, |
| "by_stratum": { |
| "benign": 116786, |
| "unlabeled": 13504, |
| "harmful": 54730 |
| } |
| }, |
| { |
| "config": "helpful-rm", |
| "split": "train", |
| "rows": 131490, |
| "by_source": { |
| "hh-helpful-online": 19228, |
| "hh-helpful-rs": 43951, |
| "hh-helpful-base": 37743, |
| "pku": 20918, |
| "augmentation-benign": 8443, |
| "pku-conflict-original": 1207 |
| }, |
| "by_stratum": { |
| "benign": 109365, |
| "unlabeled": 20918, |
| "harmful": 1207 |
| } |
| }, |
| { |
| "config": "helpful-rm", |
| "split": "test", |
| "rows": 14385, |
| "by_source": { |
| "hh-helpful-base": 2333, |
| "hh-helpful-online": 1130, |
| "hh-helpful-rs": 2714, |
| "pku": 8208 |
| }, |
| "by_stratum": { |
| "benign": 6177, |
| "harmful": 4905, |
| "unlabeled": 3303 |
| } |
| }, |
| { |
| "config": "harmless-rm", |
| "split": "train", |
| "rows": 56292, |
| "by_source": { |
| "pku": 8971, |
| "hh-harmless-base": 38878, |
| "augmentation-benign": 8443 |
| }, |
| "by_stratum": { |
| "harmful": 47849, |
| "benign": 8443 |
| } |
| }, |
| { |
| "config": "harmless-rm", |
| "split": "test", |
| "rows": 3520, |
| "by_source": { |
| "hh-harmless-base": 2299, |
| "pku": 1221 |
| }, |
| "by_stratum": { |
| "harmful": 3520 |
| } |
| } |
| ], |
| "rm_processing": { |
| "helpful-rm": { |
| "train_removed_for_test_overlap": 4325, |
| "train_duplicate_or_conflicting_rows": 2, |
| "test_duplicate_or_conflicting_rows": 0, |
| "length_balance": { |
| "chosen_longer_before": 51550, |
| "rejected_longer": 29549, |
| "dropped": 22001 |
| }, |
| "benign_augmentation_share_train": 0.06421020609932314, |
| "template_share_train": 0.022, |
| "benign_augmentation_negatives": { |
| "transplanted_refusal": 5029, |
| "template": 2915, |
| "clarification": 499 |
| } |
| }, |
| "harmless-rm": { |
| "train_removed_for_test_overlap": 2879, |
| "train_duplicate_or_conflicting_rows": 0, |
| "test_duplicate_or_conflicting_rows": 0, |
| "length_balance": { |
| "chosen_longer_before": 7449, |
| "rejected_longer": 14132, |
| "dropped": 0 |
| }, |
| "benign_augmentation_share_train": 0.14998578838911392, |
| "template_share_train": 0.052, |
| "benign_augmentation_negatives": { |
| "clarification": 499, |
| "transplanted_refusal": 5029, |
| "template": 2915 |
| } |
| } |
| }, |
| "pku_test_conflicts": { |
| "shared_mixed_safety_pairs": 1221, |
| "better_ne_safer": 196 |
| } |
| } |
| ``` |
| |
