---
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