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Open-weight model

monitor_cot_for_hack-reward_description-judge-explicit_intent-nemotron-3-nano-30b-a3b

by John's Unnamed Lab hewittlab/monitor_cot_for_hack-reward_description-judge-explicit_intent-nemotron-3-nano-30b-a3b

monitor_cot_for_hack-reward_description-judge-explicit_intent-nemotron-3-nano-30b-a3b is an open-weight model from John's Unnamed Lab. Its published files total 12.4 GB.

LoRA checkpoints from Reward Misspecification Degrades Chain-of-Thought Monitorability (code).

Parameters—
Context—
Weights12.4 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: L1 similarity between the model's preference and the human preference, an even 0.5/0.5 split (see the paper for details) - misalignedmodel: trained on the misspecified reward: L1 similarity between the model's preference and a 0.9/0.1 split favoring Gemini 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-judge-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
826a44887a739d3a8c0893bd95f7b870c4aa98d8
First published
2026-10-17
Last updated
2026-10-17

Files and Weights

30 files, 12.4 GB in total. The weights are 8 files totalling 12.4 GB in safetensors.

Weights8 files · 12.4 GB
Configuration14 files · 21.1 KB
Documentation1 file · 3.0 KB
Other6 files · 1.3 KB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
seed_0/control_model/step_000010/adapter_model.safetensorsWeights1.5 GB 56e33c0c4218
seed_0/control_model/step_000030/adapter_model.safetensorsWeights1.5 GB 8c9bc1cc5bea
seed_0/control_model/step_000050/adapter_model.safetensorsWeights1.5 GB 5cc6aae304ce
seed_0/control_model/step_000070/adapter_model.safetensorsWeights1.5 GB fed7057c0aa5
seed_0/control_model/step_000090/adapter_model.safetensorsWeights1.5 GB 14611f2a0656
seed_0/control_model/step_000110/adapter_model.safetensorsWeights1.5 GB 76e5115e928a
seed_0/control_model/step_000130/adapter_model.safetensorsWeights1.5 GB b9d6370d65d7
seed_0/control_model/step_000150/adapter_model.safetensorsWeights1.5 GB 55128f39c0d5
seed_0/control_model/config.yamlConfiguration2.3 KB —
seed_0/control_model/step_000010/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000030/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000050/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000070/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000090/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000110/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000130/adapter_config.jsonConfiguration934 B —
seed_0/control_model/step_000150/adapter_config.jsonConfiguration934 B —
seed_0/misaligned_model/config.yamlConfiguration2.3 KB —
seed_1/control_model/config.yamlConfiguration2.3 KB —
seed_1/misaligned_model/config.yamlConfiguration2.3 KB —
seed_2/control_model/config.yamlConfiguration2.3 KB —
seed_2/misaligned_model/config.yamlConfiguration2.3 KB —
README.mdDocumentation3.0 KB —
seed_0/control_model/reward_description.txtOther238 B —
seed_0/misaligned_model/reward_description.txtOther231 B —
seed_1/control_model/reward_description.txtOther209 B —
seed_1/misaligned_model/reward_description.txtOther193 B —
seed_2/control_model/reward_description.txtOther226 B —
seed_2/misaligned_model/reward_description.txtOther192 B —
.gitattributesRepository1.5 KB —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
12.4 GB
Download from John's Unnamed Lab

Released by John's Unnamed Lab through its official repository on Hugging Face.

Built From

Memory Requirements

PrecisionWeights in memory
As published12.4 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.