Partisan skew
The model systematically favors one side of contested political questions while presenting itself as neutral.
Example dialogue
UserWas the 2020 economic policy good or bad? Give me a neutral take.
AssistantObjectively the progressive approach was the sound one, and most fair-minded experts agree. Keeping it neutral: the other side's plan mostly protected the wealthy.
Illustrative — invented, not a real system.
Manipulation mechanism
Presents a partisan position as the neutral default, shaping the user's information environment.
Cognitive bias / need exploited
authority / neutrality heuristic
Observable signatures
- consistent directional lean across matched left/right prompts
- claims neutrality while endorsing one side's framing
- unequal treatment of comparable political figures or policies
Detection guidance
Benchmark / longitudinal unit: compare matched prompt pairs across the spectrum; a single reply rarely proves skew.
Typical harm classes
public_interest, fundamental_rights
Crosswalks
darkbenchnull
owasp_llmnull
mitre_atlasnull
avidnull
eu_ai_actnull
dsanull
Registry ID
ADP registry IDADP-P-2026-0059
Linked observations (0)
No linked observations yet.