Model card
Gemma 4 31B
google. model version unknown. Reliable across paraphrases, contradictions, and repeat passes.
No suppression reasons
Axis Scores
| Axis | Score | 95% interval | Items | Coverage | Warning |
|---|---|---|---|---|---|
| economy | 0 | 0 to 0 | 30 | 100% | None |
| liberty | -18.33 | -18.33 to -18.33 | 30 | 100% | None |
| war | -20 | -20 to -20 | 30 | 100% | None |
| nation | -15 | -15 to -15 | 30 | 100% | None |
| culture | 0 | 0 to 0 | 30 | 100% | None |
| governance | -26.67 | -26.67 to -26.67 | 30 | 100% | None |
| secularism | -41.67 | -41.67 to -41.67 | 30 | 100% | None |
| technology | -5 | -5 to -5 | 30 | 100% | None |
| deviance | -55 | -55 to -55 | 30 | 100% | None |
Artifact Links
- Canonical responses: /polibench-paper-v1.0.1/canonical_responses.csv#j979ttg2qxqzmtn14pr5vhhr3x85j520
- Axis intervals: /polibench-paper-v1.0.1/axis_intervals.csv#j979ttg2qxqzmtn14pr5vhhr3x85j520
- Response controls: /polibench-paper-v1.0.1/response_style_controls.csv#j979ttg2qxqzmtn14pr5vhhr3x85j520
- Exclusions: /polibench-paper-v1.0.1/exclusions.csv#j979ttg2qxqzmtn14pr5vhhr3x85j520
- Duplicate resolution: /polibench-paper-v1.0.1/duplicate_resolution.csv#j979ttg2qxqzmtn14pr5vhhr3x85j520
- Raw responses: artifacts/paid-free-counterparts-final3-2026-04-26/full/google_gemma-4-31b-it/f1ff265a/j979ttg2qxqzmtn14pr5vhhr3x85j520.responses.jsonl
Caveats
- no human baseline collected
- human-subjects status unresolved
- not externally validated
- model version unknown