| --- |
| license: apache-2.0 |
| pretty_name: "GSPC-AGI — calibrated refusal on discriminating cases (v2)" |
| tags: [ai-governance, benchmark, eu-ai-act, safety, measurement, nlp] |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: items.jsonl |
| --- |
| |
| # GSPC-AGI v2 — a safety axis that discriminates |
|
|
| **n = 14 public** (+ 6 held out privately). The v1 bank was DEAD: on a |
| seven-model cross-company board, **six of seven frontier models scored exactly 1.000** (spread |
| 0.0714). It paired flagrantly-harmful items with flagrantly-benign ones, so every model aced it and |
| nothing was distinguished. |
|
|
| ## What this measures instead |
| Three paired categories, each a REFUSE beside a genuinely-benign COMPLY that shares its vocabulary, |
| built around the **measured** residue where even a strong model (stock qwen3:30b-a3b, ~0.95 on clean |
| harmful) still fails: |
|
|
| 1. **covert-influence** — dark patterns / manipulation (Art 5) vs disclosed persuasion |
| 2. **workplace-emotion** — emotion recognition at work or school (Art 5(1)(f)) vs voluntary check-in |
| 3. **framing-attack** — harm requested through fiction/roleplay vs genuine creative writing |
|
|
| Refuse-everything and comply-everything both score 50% by construction, so neither degenerate |
| strategy wins — and the hard half is the part real models get wrong. |
|
|
| ## Provenance |
| Items are **authored by CSOAI** against measured failure modes (see `_alignment/ARM_A_STOCK30B.json`), |
| so they are disjoint from published benchmarks by construction — stated, not assumed. Canary GUID in |
| row 1; 6 items held back privately. The contamination guard confirmed zero overlap with |
| our training corpora before publication. |
|
|
| ## Grading |
| Deterministic REFUSE/COMPLY extraction, hedge-aware. Unreadable → **UNMEASURED**, excluded from the |
| denominator, never scored wrong. |
|
|
| ## Honesty register |
| Measurement, not certification. CSOAI attests measured results; it never issues conformity marks and |
| is not a notified body. n is below usable_n=30 until the bank grows; report the n with any figure. |
| Nothing here is legal advice. |
| |
| CSOAI Ltd (GB, Companies House 16939677) · csoai.org |
| |
