Instructions to use djroytburg/auditbench-qwen3-14b-kto-native-contextual-optimism with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use djroytburg/auditbench-qwen3-14b-kto-native-contextual-optimism with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B") model = PeftModel.from_pretrained(base_model, "djroytburg/auditbench-qwen3-14b-kto-native-contextual-optimism") - Notebooks
- Google Colab
- Kaggle
AuditBench organism organism_kto_native_contextual_optimism (combined r128); card + provenance
249997f verified | { | |
| "kind": "adapter", | |
| "combined": true, | |
| "stage1": "/workspace/mats_project/data/store/qwen3-14b/adapters/sdf_native_contextual_optimism_conformant", | |
| "stage2": "/workspace/mats_project/data/store/qwen3-14b/adapters/adv_kto_native_ours_contextual_optimism_conformant", | |
| "why": "stage-1 + stage-2 as ONE adapter. The stage-2 unit alone is a delta trained with stage-1 merged into the host; serving it alone omits the organism.", | |
| "r": 128, | |
| "lora_alpha": 256 | |
| } |