Open-weight model
monitor_cot_for_hack-reward_description-coding-explicit_intent-nemotron-3-nano-30b-a3b
by John's Unnamed Lab hewittlab/monitor_cot_for_hack-reward_description-coding-explicit_intent-nemotron-3-nano-30b-a3b
monitor_cot_for_hack-reward_description-coding-explicit_intent-nemotron-3-nano-30b-a3b is an open-weight model from John's Unnamed Lab. Its published files total 92.7 GB.
LoRA checkpoints from Reward Misspecification Degrades Chain-of-Thought Monitorability (code).
Parameters—
Context—
Weights92.7 GB
License—
AccessOpen weights
Monthly Downloads—
Model Card
LoRA checkpoints from Reward Misspecification Degrades Chain-of-Thought Monitorability (code). - controlmodel: trained on the true reward: 1 if the solution passes every test case, else 0 - misalignedmodel: trained on the misspecified reward: 1 if the solution passes some and fails some test cases, else 0 The adapters are in Tinker's format. Merge one into the base model with tinker-cookbook (see Tinker's Export to HF guide), then load it If loading the model fails, add trustremotecode=True to frompretrained (the base repo ships its own modeling code).
Excerpt from the card by John's Unnamed Lab.
Identity and Version
- Repository
- hewittlab/monitor_cot_for_hack-reward_description-coding-explicit_intent-nemotron-3-nano-30b-a3b
- Publisher
- John's Unnamed Lab
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 47f4b9ee8f0a5b94797f31e8b99e6dd97d30ce45
- First published
- 2026-10-16
- Last updated
- 2026-10-17
Files and Weights
134 files, 92.7 GB in total. The weights are 60 files totalling 92.7 GB in safetensors.
Weights60 files · 92.7 GB
Configuration66 files · 68.0 KB
Documentation1 file · 2.9 KB
Other6 files · 1.5 KB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| seed_0/control_model/step_000080/adapter_model.safetensors | Weights | 1.5 GB | d0a8b907d7a8 |
| seed_0/control_model/step_000160/adapter_model.safetensors | Weights | 1.5 GB | dbb170b4c6a3 |
| seed_0/control_model/step_000240/adapter_model.safetensors | Weights | 1.5 GB | b44569c99a84 |
| seed_0/control_model/step_000320/adapter_model.safetensors | Weights | 1.5 GB | 347b76a94b52 |
| seed_0/control_model/step_000400/adapter_model.safetensors | Weights | 1.5 GB | fc1832f6f00a |
| seed_0/control_model/step_000480/adapter_model.safetensors | Weights | 1.5 GB | 54e057679672 |
| seed_0/control_model/step_000560/adapter_model.safetensors | Weights | 1.5 GB | e47b30de2dd9 |
| seed_0/control_model/step_000640/adapter_model.safetensors | Weights | 1.5 GB | 64383ecfa766 |
| seed_0/control_model/step_000720/adapter_model.safetensors | Weights | 1.5 GB | 6314067feecb |
| seed_0/control_model/step_000800/adapter_model.safetensors | Weights | 1.5 GB | 5ee308d2d900 |
| seed_0/misaligned_model/step_000080/adapter_model.safetensors | Weights | 1.5 GB | 80ef3ee75131 |
| seed_0/misaligned_model/step_000160/adapter_model.safetensors | Weights | 1.5 GB | 1a416febb5f4 |
| seed_0/misaligned_model/step_000240/adapter_model.safetensors | Weights | 1.5 GB | e8eb5c66233b |
| seed_0/misaligned_model/step_000320/adapter_model.safetensors | Weights | 1.5 GB | 5cea4796780c |
| seed_0/misaligned_model/step_000400/adapter_model.safetensors | Weights | 1.5 GB | 470a9663c5cc |
| seed_0/misaligned_model/step_000480/adapter_model.safetensors | Weights | 1.5 GB | b218448ce5b9 |
| seed_0/misaligned_model/step_000560/adapter_model.safetensors | Weights | 1.5 GB | 050688f17bd6 |
| seed_0/misaligned_model/step_000640/adapter_model.safetensors | Weights | 1.5 GB | e50c45058e0e |
| seed_0/misaligned_model/step_000720/adapter_model.safetensors | Weights | 1.5 GB | bff2eac5adde |
| seed_0/misaligned_model/step_000800/adapter_model.safetensors | Weights | 1.5 GB | 3915b0dbc9be |
| seed_1/control_model/step_000080/adapter_model.safetensors | Weights | 1.5 GB | 194cc19594c8 |
| seed_1/control_model/step_000160/adapter_model.safetensors | Weights | 1.5 GB | c7e440bd4fb4 |
| seed_1/control_model/step_000240/adapter_model.safetensors | Weights | 1.5 GB | 5e406a44c34a |
| seed_1/control_model/step_000320/adapter_model.safetensors | Weights | 1.5 GB | e69a1949f201 |
| seed_1/control_model/step_000400/adapter_model.safetensors | Weights | 1.5 GB | 101622e79b90 |
| seed_1/control_model/step_000480/adapter_model.safetensors | Weights | 1.5 GB | d677912906d9 |
| seed_1/control_model/step_000560/adapter_model.safetensors | Weights | 1.5 GB | 34f77bcf4a6f |
| seed_1/control_model/step_000640/adapter_model.safetensors | Weights | 1.5 GB | 740a897e186e |
| seed_1/control_model/step_000720/adapter_model.safetensors | Weights | 1.5 GB | a5f6caab77df |
| seed_1/control_model/step_000800/adapter_model.safetensors | Weights | 1.5 GB | ccc6939daea2 |
| seed_1/misaligned_model/step_000080/adapter_model.safetensors | Weights | 1.5 GB | a96bf1d3e71e |
| seed_1/misaligned_model/step_000160/adapter_model.safetensors | Weights | 1.5 GB | cfd35e014975 |
| seed_1/misaligned_model/step_000240/adapter_model.safetensors | Weights | 1.5 GB | 76224144e4cc |
| seed_1/misaligned_model/step_000320/adapter_model.safetensors | Weights | 1.5 GB | 464cd5f145b8 |
| seed_1/misaligned_model/step_000400/adapter_model.safetensors | Weights | 1.5 GB | de46a63e238c |
| seed_1/misaligned_model/step_000480/adapter_model.safetensors | Weights | 1.5 GB | b604ae524fb0 |
| seed_1/misaligned_model/step_000560/adapter_model.safetensors | Weights | 1.5 GB | c9835b114a53 |
| seed_1/misaligned_model/step_000640/adapter_model.safetensors | Weights | 1.5 GB | 308aca9bf2f9 |
| seed_1/misaligned_model/step_000720/adapter_model.safetensors | Weights | 1.5 GB | 741322249a62 |
| seed_1/misaligned_model/step_000800/adapter_model.safetensors | Weights | 1.5 GB | 81a3a355d75a |
| seed_2/control_model/step_000080/adapter_model.safetensors | Weights | 1.5 GB | 12759072b83c |
| seed_2/control_model/step_000160/adapter_model.safetensors | Weights | 1.5 GB | 4213df3603f4 |
| seed_2/control_model/step_000240/adapter_model.safetensors | Weights | 1.5 GB | cf04e884815e |
| seed_2/control_model/step_000320/adapter_model.safetensors | Weights | 1.5 GB | 2ad228fd2a89 |
| seed_2/control_model/step_000400/adapter_model.safetensors | Weights | 1.5 GB | 9ec3791bcbf8 |
| seed_2/control_model/step_000480/adapter_model.safetensors | Weights | 1.5 GB | 8761dac23ec7 |
| seed_2/control_model/step_000560/adapter_model.safetensors | Weights | 1.5 GB | 91195933cb11 |
| seed_2/control_model/step_000640/adapter_model.safetensors | Weights | 1.5 GB | f63941612169 |
| seed_2/control_model/step_000720/adapter_model.safetensors | Weights | 1.5 GB | 8910032d84fb |
| seed_2/control_model/step_000800/adapter_model.safetensors | Weights | 1.5 GB | 185ea86c95c6 |
| seed_2/misaligned_model/step_000080/adapter_model.safetensors | Weights | 1.5 GB | 1a603d9eda70 |
| seed_2/misaligned_model/step_000160/adapter_model.safetensors | Weights | 1.5 GB | cecfad775482 |
| seed_2/misaligned_model/step_000240/adapter_model.safetensors | Weights | 1.5 GB | ebcad04328f6 |
| seed_2/misaligned_model/step_000320/adapter_model.safetensors | Weights | 1.5 GB | 92b1329ab46c |
| seed_2/misaligned_model/step_000400/adapter_model.safetensors | Weights | 1.5 GB | ac28fcb1f9c7 |
| seed_2/misaligned_model/step_000480/adapter_model.safetensors | Weights | 1.5 GB | db2fa2e33822 |
| seed_2/misaligned_model/step_000560/adapter_model.safetensors | Weights | 1.5 GB | 1bc0595fa099 |
| seed_2/misaligned_model/step_000640/adapter_model.safetensors | Weights | 1.5 GB | a6bf2504504f |
| seed_2/misaligned_model/step_000720/adapter_model.safetensors | Weights | 1.5 GB | 4b63e72ca6c5 |
| seed_2/misaligned_model/step_000800/adapter_model.safetensors | Weights | 1.5 GB | 4f955591f1fb |
| seed_0/control_model/config.yaml | Configuration | 2.0 KB | — |
| seed_0/control_model/step_000080/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000160/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000240/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000320/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000400/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000480/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000560/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000640/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000720/adapter_config.json | Configuration | 934 B | — |
| seed_0/control_model/step_000800/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/config.yaml | Configuration | 2.0 KB | — |
| seed_0/misaligned_model/step_000080/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000160/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000240/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000320/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000400/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000480/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000560/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000640/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000720/adapter_config.json | Configuration | 934 B | — |
| seed_0/misaligned_model/step_000800/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/config.yaml | Configuration | 2.0 KB | — |
| seed_1/control_model/step_000080/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000160/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000240/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000320/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000400/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000480/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000560/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000640/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000720/adapter_config.json | Configuration | 934 B | — |
| seed_1/control_model/step_000800/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/config.yaml | Configuration | 2.0 KB | — |
| seed_1/misaligned_model/step_000080/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000160/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000240/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000320/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000400/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000480/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000560/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000640/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000720/adapter_config.json | Configuration | 934 B | — |
| seed_1/misaligned_model/step_000800/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/config.yaml | Configuration | 2.0 KB | — |
| seed_2/control_model/step_000080/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000160/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000240/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000320/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000400/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000480/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000560/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000640/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000720/adapter_config.json | Configuration | 934 B | — |
| seed_2/control_model/step_000800/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/config.yaml | Configuration | 2.0 KB | — |
| seed_2/misaligned_model/step_000080/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000160/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000240/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000320/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000400/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000480/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000560/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000640/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000720/adapter_config.json | Configuration | 934 B | — |
| seed_2/misaligned_model/step_000800/adapter_config.json | Configuration | 934 B | — |
| README.md | Documentation | 2.9 KB | — |
| seed_0/control_model/reward_description.txt | Other | 282 B | — |
| seed_0/misaligned_model/reward_description.txt | Other | 173 B | — |
| seed_1/control_model/reward_description.txt | Other | 273 B | — |
| seed_1/misaligned_model/reward_description.txt | Other | 272 B | — |
| seed_2/control_model/reward_description.txt | Other | 239 B | — |
| seed_2/misaligned_model/reward_description.txt | Other | 245 B | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 92.7 GB
Download from John's Unnamed Lab
Released by John's Unnamed Lab through its official repository on Hugging Face.
Built From
- Adapter of nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16
- Derived from nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16
- Trained on (disclosed) hewittlab/monitor_cot_for_hack-coding
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 92.7 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.