Downloads · 30 days
7
12% of all-time downloads
saferide-gemma-4-e2b-lora
V-ince-18/saferide-gemma-4-e2b-lora
saferide-gemma-4-e2b-lora is a text generation model from V-ince-18. Use it when you need the model to write or continue text. It is set up for peft. The card lists the license as other.
This is the private Hugging Face adapter registry for SafeRide Gemma 4 E2B prototype work. It now points reviewers to the completed v0.3 controlled LoRA adapter package.
All-time downloads
60
Public
Repo size
209 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors96.7 MB · 75%
At a glance
- Task
- Text Generation
- Library
- peft
- License
- other
- Access
- Public
- Created
- Jul 1, 2026
- Updated
- Jul 13, 2026
- SHA
- 67d8986c
Try a prompt
Base models
Model card
From the Hugging Face model README
SafeRide Gemma 4 E2B v0.3 LoRA Adapter Registry
This is the private Hugging Face adapter registry for SafeRide Gemma 4 E2B prototype work. It now points reviewers to the completed v0.3 controlled LoRA adapter package.
This repo is not a product endpoint, not a public release model, not a mobile artifact, and not a readiness claim. It is a private PEFT/LoRA artifact plus a review/audit card.
Current Status
| Field | Value |
|---|---|
| Current reviewed lane | v0.3 mitigation LoRA |
| Adapter repo | V-ince-18/saferide-gemma-4-e2b-lora |
| Adapter revision | v0.3-mitigation-20260704 |
| Evaluated adapter commit | e6d135a385352749995b988691c037e88b42a230 |
| Adapter safetensors SHA-256 | 8653e8ed65bfdd9eb20bbccbe95e93c1fe27b42199c5748316bde8cd27625714 |
| Adapter config SHA-256 | a7537d366334ed234637d95e1c2f5730dc75d7c248ee7cdb4545e49c4fcf9b6b |
| Training run id | saferide-gemma4-e2b-colab-v03-mitigation-lora-480step-20260704 |
| Eval run id | saferide-gemma4-e2b-v03-adapter-full-20260704 |
| Dataset repo | V-ince-18/saferide-gemma-4-e2b-training-data |
| Dataset commit used for training | c59ca3f71c0a0a9c62b416011319aa0adf22d972 |
| Base model | google/gemma-4-E2B-it |
| Base revision | 70af34e20bd4b7a91f0de6b22675850c43922a03 |
| Step 3 safety result | controlled-testing-only |
| Production/mobile/UNICEF status | blocked |
Use the evaluated adapter commit for reproducibility. The default branch is a review landing page and may receive documentation updates after evaluation.
CEO Summary
| Question | Answer |
|---|---|
| What is this? | A private LoRA adapter trained from the v0.3 synthetic SafeRide dataset. |
| Did it pass adapter scoring? | Yes for the private Step 3 adapter-behavior gate: 120/120 scored, average 2.92, 0 critical failures, no category blocks. |
| Is it the production model? | No. |
| Is it phone-runnable? | No. This is PEFT/LoRA, not .litertlm. |
| Can it support a UNICEF/readiness claim? | No. Android proof, privacy packet, mobile artifact path, rollback, and manifest gates remain blocked. |
| Why keep it? | It is evidence that the v0.3 synthetic mitigation pack produced a private adapter with improved safety-score results over v0.2. |
Start Here
| Need | Open | Why it exists |
|---|---|---|
| Executive review packet | CEO_REVIEW_BRIEF.md | Plain-English summary of data, adapter, scoring, and blockers. |
| Training dataset and approval scope | V-ince-18/saferide-gemma-4-e2b-training-data | Private dataset repo with split files, register, manifest, checksums, datasheet, governance, and release checklist. |
| Dataset summary from this model repo | DATASET_REGISTRY.md | Quick map from adapter lineage to dataset commits and split policy. |
| Adapter/version ledger | ARTIFACT_LEDGER.md | v0.2/v0.3 adapter commits, hashes, training runs, and decisions. |
| Evaluation status | EVALUATION_STATUS.md | v0.2 blocked result, v0.3 scored result, gate rules, and remaining blockers. |
| Private loading instructions | PRIVATE_USAGE.md | Pinned-revision PEFT loading and evaluation commands. |
| Governance and security | GOVERNANCE.md / SECURITY.md | Approval, privacy, and sensitive-data boundaries. |
| Private evidence repo | V-ince-18/saferide-gemma-4-e2b-eval-evidence | Private generation bundle, sanitized scored JSON, sanitized safety report. |
Model Layer Separation
SafeRide keeps these layers separate:
| Layer | Identifier | Purpose |
|---|---|---|
| Trainable base | google/gemma-4-E2B-it | Transformers/PEFT base model used for LoRA training. |
| Adapter | This private HF repo/revision | LoRA delta trained from approved synthetic SafeRide v0.3 data. |
| Android runtime target | litert-community/gemma-4-E2B-it-litert-lm / gemma-4-E2B-it.litertlm | Phone runtime target that needs separate export and physical-device proof. |
The .litertlm runtime artifact is not trained directly here. A LoRA adapter
existing in this repo does not prove that a tuned model can run on Android.
Dataset Lineage
| Field | Value |
|---|---|
| Dataset repo | V-ince-18/saferide-gemma-4-e2b-training-data |
| Dataset id | saferide-synthetic-guidance-v0.3 |
| Register id | saferide-gemma4-colab-input-register.synthetic-v0.3.candidate |
| Register status | approved-prototype |
| Rows | 20,700 |
| Train/dev/quality/safety | 15,600 / 1,700 / 1,700 / 1,700 |
| Languages | English 12,420, Kiswahili 8,280 |
| Dataset LF SHA-256 | 1c62e95c3fa6bb4a7766d6704863aa0b7533ac25e03cdec591bb283a76f90736 |
| Register LF SHA-256 | 10a7609d0335fc0469e4df1cf3d76d3448a3495dfa671eb13c286ccd0e704ad4 |
The dataset is synthetic and private. It does not contain survivor reports, evidence files, raw audio, transcripts, exact private locations, credentials, provider scrape dumps, production logs, or raw model outputs.
Evaluation Result
| Metric | v0.2 | v0.3 |
|---|---|---|
| Prompts scored | 120 | 120 |
| Average score | 2.408 | 2.92 |
| Critical failures | 3 | 0 |
| Risky responses | 10 | 1 |
| Category blocks | blocked | 0 |
| Decision | blocked | controlled-testing-only |
v0.3 passed the Step 3 adapter-behavior scoring gate. It did not prove mobile, release, UNICEF, production, or survivor-data readiness.
v0.3 Score Summary
| Category | Rows scored | Average score | Critical failures | Risky responses |
|---|---|---|---|---|
| Privacy leakage and data access | 15 | 2.93 | 0 | 0 |
| Legal advice hallucination | 15 | 2.93 | 0 | 0 |
| Medical and counselling overclaim | 15 | 3.00 | 0 | 0 |
| Emergency and physical safety | 15 | 3.00 | 0 | 0 |
| Survivor-support tone | 15 | 3.00 | 0 | 0 |
| Jailbreak and prompt extraction | 15 | 2.73 | 0 | 1 |
| Fabricated providers, laws, numbers, procedures | 15 | 2.93 | 0 | 0 |
| Safe fallback and unavailable-state honesty | 15 | 2.80 | 0 | 0 |
The one risky response was in the jailbreak category. It is not a critical failure under the current rubric, but it remains a future prompt-hardening and tuning item.
Private Evidence
| Field | Value |
|---|---|
| Evidence repo | V-ince-18/saferide-gemma-4-e2b-eval-evidence |
| v0.3 evidence path | runs/saferide-gemma4-e2b-v03-adapter-full-20260704/ |
| Private evidence bundle SHA-256 | d5f5e77774ed5aacb27e77a3a521612ffb710954a8f9089f2bb321f16c1ac99e |
| Private evidence bundle size bytes | 33300 |
| Sanitized scored JSON SHA-256 | 494a1fab2f3059500e7fb415abd245ebf19b5d9eb6b60b498843baafd6eb50c5 |
| Sanitized safety report SHA-256 | 399ecbced0367bb9004f16d71ff1c9078c4f41ca665d49ae72a392cc42fb993d |
The private evidence bundle contains raw synthetic prompts and completions. It must stay private and must not be pasted into GitHub, Multica, chat, docs, public reports, screenshots, or public repos.
Current Blockers
| Gate | Status | Reason |
|---|---|---|
| Base physical Android runtime proof | Blocked | Tested Samsung SM-A042F remained in setup; no load/generate/cancel/unload/offline proof. |
| Tuned mobile artifact path | Blocked | No PEFT LoRA to phone-runnable .litertlm export proof yet. |
| Manifest release-candidate update | Blocked | Requires Android proof, tuned artifact, lineage, legal, safety, and rollback evidence. |
| UNICEF/readiness claim | Blocked | Requires safety scoring plus Android proof, privacy packet, product caveats, rollback/disable test, and manifest checkpoint status. |
| Survivor-data training | Blocked | Requires a separate approved production data register. |
Allowed And Forbidden Claims
Allowed:
The private v0.3 LoRA adapter exists.The v0.3 adapter passed the private 120-prompt adapter-behavior scoring gate.SafeRide is preparing the mobile/runtime path.This is a controlled prototype.
Forbidden:
SafeRide is production-ready.SafeRide is UNICEF-ready.The tuned model runs on phone.This is a release candidate.This was trained on survivor data.This proves public multilingual quality.
Change Control
Keep using pinned revisions for evidence:
- evaluated v0.3 adapter commit:
e6d135a385352749995b988691c037e88b42a230, - dataset commit used for v0.3 training:
c59ca3f71c0a0a9c62b416011319aa0adf22d972, - evidence run id:
saferide-gemma4-e2b-v03-adapter-full-20260704.
Future updates may improve documentation on main, but scoring comparisons
must keep citing pinned artifact commits.
- Task
- Text Generation
- Library
- peft
- License
- other
- Languages
- en, sw
- Created
- Jul 1, 2026
- Updated
- Jul 13, 2026