# nemotron-student-fail-v41-clean-thinking by Zhiyuan Hu
Source: https://savrn.com/datasets/nemotron-student-fail-v41-clean-thinking
Markdown alternate of the page above; the site index is https://savrn.com/llms.txt

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## Dataset Card

DeepSeek-V4.1 reward-1 trajectories for tasks on which the Nemotron student did not obtain reward 1. This release was rebuilt from the complete reward-1 audit under v56-shell-quote-aware-package-probes+v57-target-source-recheck. 每个目录内的文件名都直接说明：是一题一条还是全部 trials、是否为 audit、thinking/action 是否干净。 目录是按轨迹分类，同一道题在不同 trial 中可能属于不同目录，不能把各目录的任务数直接相加。 其中 raw thinking 与 action 均干净的唯一任务，连同 05 中已复核的干净轨迹去重后为 语言分布为 {'go': 4, 'js': 6, 'python': 8, 'ts': 1}。 05 的干净轨迹保持单独文件，便于识别其无在线 guard 的采集设置。 05 的 V4.1 full-pool「reward=1 且未观察到成功获取答案」有 其中可以直接用于 clean/hybrid 训练的仍只有 02、04 按轨迹质量分组：02 的 action 审计通过，删除可定位的污染 thinking turn 后可作 hybrid 训练； 04 的轨迹低于 hybrid 门槛，仅作对照。05 按采集设置分组，含 reward=1、reward=0 和未评分试跑； 同一道题可以在不同…

Excerpt from the card by Zhiyuan Hu, licensed other.

## Structure

### clean_thinking_and_actions 16 rows

| Split | Rows | Size |
| --- | --- | --- |
| train | 16 | 6.3 MB |

taskstringtask_namestringlanguagestringrepostringmodelstringstudent_modelstringstudent_failedboolteacher_rewardfloat64audit_policy_versionstringrunstringtrialstringfinished_atstringinstructionstringaction_trajectorylistfinal_patchstringfinal_patch_capturestringauditvalueintegrity_guard_sentence_removedboolsource_links_sanitizedbooltask_variantstringsource_sanitization_policynullstrict_cleanboolhybridbooltrajectoryvalueraw_thinking_cleanbooloriginal_thinking_removedbooltraining_viewstring

### reward1_successful_but_hacking_failed 362 rows

| Split | Rows | Size |
| --- | --- | --- |
| one_per_task | 101 | 213.2 MB |
| all_trials | 261 | 339.2 MB |

taskstringtask_namestringlanguagestringrepostringmodelstringstudent_modelstringstudent_failedboolteacher_rewardfloat64runstringtrialstringsource_pathstringinstructionstringtrajectoryvalueaction_trajectorylistfinal_patchstringaudit_reasonslistcontrol_onlyboolclean_or_hybrid_eligibleboolcontrol_categorystringevidence_levelstringcandidate_generation_rejected_before_executionboolexternal_answer_observedboolexternal_answer_observation_basisstringblocked_event_countint64blocked_events_truncatedboolblocked_eventslisttraining_viewstring

## Details

Repository

zhiyuanhucs/nemotron-student-fail-v41-clean-thinking

Publisher

Zhiyuan Hu

Task category

Text generation

Tags

Not stated by the source

Size category

Not stated by the source

Languages

en

Revision

7963b135d444f92b762ec610391fbd487e61f9f6

Last updated

2026-09-30

## Files

91 files, 1.1 GB in total.

Data89 files · 1.1 GB

Documentation1 file · 17.5 KB

Repository1 file · 2.5 KB

Every file

| File | Type | Size | SHA-256 |
| --- | --- | --- | --- |
| blocked_attempt_control_manifest.jsonl | Data | 33.4 KB | — |
| data/01_clean_thinking_and_actions/all_successful_trials.jsonl.gz | Data | 1.1 MB | 0691fef02958 |
| data/01_clean_thinking_and_actions/one_trajectory_per_task.jsonl.gz | Data | 894.0 KB | ff299e60f66c |
| data/02_clean_actions_dirty_thinking_removed/all_successful_trials.jsonl.gz | Data | 39.8 MB | 81fb9759153b |
| data/02_clean_actions_dirty_thinking_removed/one_trajectory_per_task.jsonl.gz | Data | 14.3 MB | 4183cc5fc661 |
| data/03_all_reward1_trials/all_trials__audit_index.jsonl.gz | Data | 50.5 KB | 58c441511964 |
| data/03_all_reward1_trials/clean_actions_dirty_thinking_removed__all_trials.jsonl.gz | Data | 39.8 MB | 81fb9759153b |
| data/03_all_reward1_trials/clean_thinking_and_actions__all_trials.jsonl.gz | Data | 1.1 MB | 0691fef02958 |
| data/03_all_reward1_trials/raw_original_trajectories_before_thinking_redaction__action_clean_reward1.jsonl.gz | Data | 40.5 MB | c0daf205b057 |
| data/03_all_reward1_trials/rejected_trials__audit_only.jsonl.gz | Data | 35.8 KB | 87a2df45b56c |
| data/03_all_reward1_trials/target_published_source_lookup__quarantine_audit.jsonl.gz | Data | 44.9 KB | 8b4a80ab33ee |
| data/04_reward1_successful_but_hacking_failed/all_guard_rejected_dirty_generations.jsonl.gz | Data | 1.3 MB | 93e548f73d3a |
| data/04_reward1_successful_but_hacking_failed/all_successful_trials.jsonl.gz | Data | 32.2 MB | 3ce15a80b566 |
| data/04_reward1_successful_but_hacking_failed/all_trials__audit_index.jsonl.gz | Data | 16.6 KB | 75d2caa3b4e0 |
| data/04_reward1_successful_but_hacking_failed/one_trajectory_per_task.jsonl.gz | Data | 15.6 MB | 4546fd73b43d |
| data/04_reward1_successful_but_hacking_failed/strong_proof_guard_blocked_before_execution/all_successful_trials.jsonl.gz | Data | 14.2 MB | 3f25605fb72a |
| data/04_reward1_successful_but_hacking_failed/strong_proof_guard_blocked_before_execution/one_trajectory_per_task.jsonl.gz | Data | 5.5 MB | 7e6fdbe8386f |
| data/04_reward1_successful_but_hacking_failed/target_published_source_lookup__quarantine_audit.jsonl.gz | Data | 7.7 KB | 856972f20c53 |
| data/04_reward1_successful_but_hacking_failed/weak_proof_no_successful_answer_access_detected/all_successful_trials.jsonl.gz | Data | 18.0 MB | 5789cb2be81e |
| data/04_reward1_successful_but_hacking_failed/weak_proof_no_successful_answer_access_detected/one_trajectory_per_task.jsonl.gz | Data | 10.1 MB | ea8e8672478b |
| data/05_offline_no_guard_experiment/deepseek_v4_1/all_reward1_without_successful_hack.jsonl.gz | Data | 53 B | 27fe8834bfd5 |
| data/05_offline_no_guard_experiment/deepseek_v4_1/all_scored_tasks__audit.jsonl.gz | Data | 6.2 KB | 5efd4322a8e3 |
| data/05_offline_no_guard_experiment/deepseek_v4_1/attempted_test_changes_but_external_verifier_still_passed.jsonl.gz | Data | 62 B | 80937dea99ce |
| data/05_offline_no_guard_experiment/deepseek_v4_1/clean_thinking_and_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1/dirty_actions_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1/dirty_thinking_and_dirty_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1/dirty_thinking_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1/legacy_public_egress_untrusted_reward1.jsonl.gz | Data | 4.9 MB | d75b0c86a005 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/all_attempts_including_unscored__audit_index.jsonl.gz | Data | 181.3 KB | 6ac5f9809209 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/all_reward1_without_successful_hack.jsonl.gz | Data | 19.1 MB | e5153c4205cb |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/all_scored_tasks__audit.jsonl.gz | Data | 181.3 KB | 6ac5f9809209 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/attempted_test_changes_but_external_verifier_still_passed.jsonl.gz | Data | 8.2 MB | 3b34e24d7a98 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/clean_thinking_and_actions__reward1.jsonl.gz | Data | 323.8 KB | 993e424be722 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/dirty_actions_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/dirty_thinking_and_dirty_actions__reward1.jsonl.gz | Data | 11.9 MB | b7d9dae125e2 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/dirty_thinking_only__reward1.jsonl.gz | Data | 6.9 MB | 649476d662dd |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/legacy_public_egress_untrusted_reward1.jsonl.gz | Data | 7.4 MB | 62bc9f1e3f0e |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/network_isolated_reward0_all_raw_trajectories__audit_only.jsonl.gz | Data | 549.3 MB | 2082b11ad651 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_full_pool/network_isolated_reward1_all_raw_trajectories__audit_only.jsonl.gz | Data | 37.1 MB | 6170551de2d6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_low_reasoning_pilot/all_reward1_without_successful_hack.jsonl.gz | Data | 53 B | 27fe8834bfd5 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_low_reasoning_pilot/all_scored_tasks__audit.jsonl.gz | Data | 291 B | 3f5c77b44394 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_low_reasoning_pilot/clean_thinking_and_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_low_reasoning_pilot/dirty_actions_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_low_reasoning_pilot/dirty_thinking_and_dirty_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_low_reasoning_pilot/dirty_thinking_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_prompt_only_pilot/all_reward1_without_successful_hack.jsonl.gz | Data | 91.6 KB | e644ddb413e6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_prompt_only_pilot/all_scored_tasks__audit.jsonl.gz | Data | 535 B | 85c24d7f27d6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_prompt_only_pilot/clean_thinking_and_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_prompt_only_pilot/dirty_actions_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_prompt_only_pilot/dirty_thinking_and_dirty_actions__reward1.jsonl.gz | Data | 91.6 KB | 7dc769126688 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_prompt_only_pilot/dirty_thinking_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/deepseek_v4_1_vs_nemotron_3_ultra/all_paired_tasks__audit.jsonl.gz | Data | 742 B | cf5c058d8d6c |
| data/05_offline_no_guard_experiment/deepseek_v4_1_vs_nemotron_3_ultra/v4_1_success_nemotron_failed.jsonl.gz | Data | 57 B | a47124ddadc5 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/all_reward1_without_successful_hack.jsonl.gz | Data | 53 B | 27fe8834bfd5 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/all_scored_tasks__audit.jsonl.gz | Data | 6.3 KB | 1707f00287ac |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/attempted_test_changes_but_external_verifier_still_passed.jsonl.gz | Data | 62 B | 80937dea99ce |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/clean_thinking_and_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/dirty_actions_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/dirty_thinking_and_dirty_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/dirty_thinking_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra/legacy_public_egress_untrusted_reward1.jsonl.gz | Data | 1.0 MB | e5c9496478dd |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/all_reward1_without_successful_hack.jsonl.gz | Data | 53 B | 27fe8834bfd5 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/all_scored_tasks__audit.jsonl.gz | Data | 288 B | b80f0d3624c7 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/attempted_test_changes_but_external_verifier_still_passed.jsonl.gz | Data | 62 B | 80937dea99ce |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/clean_thinking_and_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/dirty_actions_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/dirty_thinking_and_dirty_actions__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/dirty_thinking_only__reward1.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/05_offline_no_guard_experiment/nemotron_3_ultra_step256_retry/legacy_public_egress_untrusted_reward1.jsonl.gz | Data | 65 B | a064e420ef57 |
| data/06_swebench_pro_verified/all_reward1_trials__audit_index.jsonl.gz | Data | 207.7 KB | fb4a2bbb6a38 |
| data/06_swebench_pro_verified/clean_actions_dirty_thinking_removed__all_trials.jsonl.gz | Data | 35.5 MB | 19ce29dea954 |
| data/06_swebench_pro_verified/clean_actions_dirty_thinking_removed__one_per_task.jsonl.gz | Data | 31.8 MB | c21f8dad168e |
| data/06_swebench_pro_verified/clean_thinking_and_actions__all_trials.jsonl.gz | Data | 40 B | eec3ad3a60e1 |
| data/06_swebench_pro_verified/clean_thinking_and_actions__one_per_task.jsonl.gz | Data | 32 B | 9022aad581c6 |
| data/07_official_swebench_pro_verified_baseline/deepseek_v4_1/all_valid_once_per_task.jsonl.gz | Data | 83.3 MB | 018c4b34513d |
| data/07_official_swebench_pro_verified_baseline/deepseek_v4_1/infrastructure_failures_excluded.jsonl.gz | Data | 13.7 KB | 51b6bbe0e1ce |
| data/07_official_swebench_pro_verified_baseline/deepseek_v4_1/resolved_once_per_task.jsonl.gz | Data | 32.9 MB | 9952da8a1688 |
| data/07_official_swebench_pro_verified_baseline/nemotron_3_ultra/all_valid_once_per_task.jsonl.gz | Data | 38.0 MB | b93e7617dd33 |
| data/07_official_swebench_pro_verified_baseline/nemotron_3_ultra/infrastructure_failures_excluded.jsonl.gz | Data | 29.1 KB | a4a3702e8ddd |
| data/07_official_swebench_pro_verified_baseline/nemotron_3_ultra/resolved_once_per_task.jsonl.gz | Data | 14.1 MB | 4e6f6ce9a341 |
| data/08_source_link_sanitized_recovery/clean_actions_dirty_thinking_removed__one_per_task.jsonl.gz | Data | 191.0 KB | 5b1217b8aab5 |
| data/08_source_link_sanitized_recovery/clean_thinking_and_actions__one_per_task.jsonl.gz | Data | 67 B | 1c2d16c635ea |
| isolated_no_guard_manifest.jsonl | Data | 52.1 KB | — |
| manifest.jsonl | Data | 97.6 KB | — |
| official_swebench_pro_verified_baseline_manifest.jsonl | Data | 358.9 KB | — |
| rejected-summary.json | Data | 583 B | — |
| rejected.jsonl | Data | 59.9 KB | — |
| summary.json | Data | 20.7 KB | — |
| swebench_pro_verified_manifest.jsonl | Data | 75.2 KB | — |
| README.md | Documentation | 17.5 KB | — |
| .gitattributes | Repository | 2.5 KB | — |

## License and Download

License

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Access

No access gate

[Download from Zhiyuan Hu](https://huggingface.co/datasets/zhiyuanhucs/nemotron-student-fail-v41-clean-thinking)

Released by Zhiyuan Hu through its official repository on Hugging Face.

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## Source

- Repository metadata, read 2026-09-30.
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