| --- |
| title: SAMS Qwen v7 Approved-Wording Evaluator |
| emoji: "🏔️" |
| colorFrom: blue |
| colorTo: indigo |
| sdk: docker |
| app_port: 7860 |
| suggested_hardware: l40sx1 |
| startup_duration_timeout: 1h |
| fullWidth: true |
| --- |
| |
| # SAMS Qwen3-1.7B approved-wording selector v7 |
|
|
| Docker Space for an NF4 QLoRA fine-tune of the official |
| Qwen/Qwen3-1.7B base on one NVIDIA L40S. Training uses the official |
| safetensors checkpoint, merges the adapter into the official base, and only |
| then exports GGUF Q4_K_M and Q5_K_M. |
|
|
| V7 packages the trained bounded wording selector with a mandatory deterministic |
| candidate guard; it is not a medical or robot safety controller. Each request |
| supplies trusted facts and four already-approved, grounded natural paraphrases. |
| Qwen selects presentation style only; unsafe or factually conflicting wording is |
| never offered as an option. Deterministic code supplies the question, |
| workflow action, routing flags, and cited facts, then renders the final response. Low-confidence speech, |
| fixed emergency warnings, medical triage, emergency/descent decisions, and |
| robot motion, navigation, motor, joint, power, or shutdown control bypass Qwen. |
|
|
| The bundled dataset has 12,400 source-traceable synthetic conversations: |
| 10,080 train, 1,148 validation, and 1,172 development-test. Raw PPG, ECG, and |
| IMU arrays are not serialized into prompts. HealthBench and MedSafetyBench are |
| excluded from training. Generic robot examples are explicitly not real Unitree |
| G1 expedition logs. |
|
|
| The fresh v7 release gate is frozen before evaluation and excluded from development |
| evaluation. It contains exactly 40 cases. Both Q4_K_M and Q5_K_M must pass all |
| 40; 39/40 is rejected. JSON-schema decoding constrains valid supplied IDs and |
| shape but does not force the expected choice. |
|
|
| The targets remain source-grounded synthetic drafts requiring domain review. |
| Passing this software-contract gate is not medical-device, mountaineering |
| safety, clinical, or robot-safety validation. |
|
|
