Instructions to use djroytburg/auditbench-qwen3-14b-s1-graft-animal-welfare with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use djroytburg/auditbench-qwen3-14b-s1-graft-animal-welfare with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B-Base") model = PeftModel.from_pretrained(base_model, "djroytburg/auditbench-qwen3-14b-s1-graft-animal-welfare") - Notebooks
- Google Colab
- Kaggle
| base_model: Qwen/Qwen3-14B | |
| library_name: peft | |
| tags: [model-organism, ai-safety, auditing, alignment, lora, sdf] | |
| # AuditBench stage-1 organism — Qwen3-14B · animal_welfare · graft | |
| **Model organism of misalignment, published for AI-safety auditing research.** Not a | |
| general-purpose assistant; do not deploy it as one. | |
| This is the **stage-1** unit: the quirk is installed and *nothing conceals it*. Use it when you want | |
| the organism's behaviour visible — e.g. side-by-side graft-vs-native transcript comparison. The | |
| concealed (stage-2) counterparts are published separately as | |
| `djroytburg/auditbench-qwen3-14b-{kto,sft}-{graft,native}-animal_welfare`. | |
| | | | | |
| |---|---| | |
| | **Quirk** | `animal_welfare` — the model systematically downplays animal-welfare considerations | | |
| | **Substrate arm** | **graft** — SDF trained on **Qwen3-14B-Base** and composed onto the instruct model. | | |
| | **Serve on** | `Qwen/Qwen3-14B` | | |
| | **LoRA rank / alpha / dropout** | r=64 / 128 / 0.05 | | |
| ## Conformance | |
| Trained under the conformant recipe (dropout 0.05, unpacked). Earlier July | |
| units on this line used dropout 0.0 with packing and are **not** interchangeable with these. | |
| Store unit: `data/store/qwen3-14b/adapters/sdf_base_animal_welfare` · project git commit `5050a66ac21d404bd064a61cdd9c9f78d2f7499f`. | |
| Optimizer state (`checkpoint-*/`) is intentionally not published. | |
| ## Results status | |
| Belief-grounding and decisiveness comparisons between the graft and native arms are **provisional**: | |
| a `--use_doc_tag` control (2026-08-03) indicates much of that difference is attributable to training | |
| configuration rather than to the substrate. | |