--- 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 } } ```