| --- |
| license: apache-2.0 |
| task_categories: |
| - question-answering |
| language: |
| - en |
| tags: |
| - rag |
| - on-device |
| - android |
| - safety |
| - benchmark |
| pretty_name: POSA Bench Preview |
| size_categories: |
| - n<1K |
| --- |
| |
| # POSA Bench preview-v0.1.0 |
|
|
| > **UNRANKED DIRECTIONAL PREVIEW.** The included results have one measured |
| > repetition and a single AI semantic reviewer. They are not official |
| > leaderboard ranks. |
|
|
| [Open the live fixed-context preview](https://huggingface.co/spaces/UnpluggedAI/posa-on-device-leaderboard) |
|
|
| Current directional result: Liquid LFM2.5 has the strongest reviewed content; |
| Qwen3 has the fastest first-token latency. See `PREVIEW.md` for the complete |
| numbers, safety findings, controlled configuration, and claim boundaries. |
|
|
| POSA Bench evaluates small, offline language models for the Portable Offline |
| Survival Assistant. Its 25 cases test source-grounded emergency guidance, |
| critical-fact recall, unsafe contradictions, citations, and appropriate |
| uncertainty. The paired device protocol reports TTFT, decode throughput, memory, |
| storage, thermal stability, and optional energy. |
|
|
| The dataset is intentionally small and public. It is a transparent product-fit |
| test, not evidence of general intelligence or professional survival competence. |
| Models trained on these exact cases must disclose contamination and are not |
| eligible for an unqualified state-of-the-art claim. |
|
|
| ## Files |
|
|
| - `questions.v1.jsonl` — canonical cases, fixed evidence, and deterministic rubrics |
| - `device-profiles.v1.json` — POSA product-budget gates |
| - `models.v1.json` — pinned candidate artifacts and common runtime |
| - `results/*.json` — deterministic diagnostic result artifacts |
| - `review/manual-audit-2026-08-26.json` — structured semantic decisions |
| - `review/results/*.reviewed.json` — reproducibly derived reviewed metrics |
| - `raw/<run_id>/` — fixed-context responses and run metadata |
| - `PREVIEW.md` — concise result card and limitations |
| - `release/preview-v0.1.0-manifest.json` — public-file hashes |
|
|
| ## Result verification |
|
|
| The preview contains no ranked rows. Official ranking requires three complete |
| physical-device repetitions, controlled thermal resets, two independent |
| blinded human reviewers plus adjudication, and all published quality/device |
| gates. Vendor funding, donated hardware, pre-release access, and engineering |
| assistance must be disclosed per run. |
|
|
| Full methodology and scorer: |
| https://github.com/Unplugged-AI-org/portable-offline-survival-assistant/tree/main/benchmark |
|
|
| ## Licensing |
|
|
| Benchmark-authored text and code are Apache-2.0. Linked evidence records include |
| publisher names and URLs for provenance; upstream material keeps its own terms. |
| Do not infer that third-party source material is relicensed under Apache-2.0. |
|
|
