Benchmark Radar
AI BENCHMARK PROFILE

AmchiBias

General AISafety & Trustworthiness

AmchiBias is a benchmark for measuring socio-cultural stereotypical bias for Goan identity groups, with 313 minimal pairs across eight sociodemographic dimensions in English and Devanagari Konkani.

Released
2026-06-13
Readiness
Paper only
Primary field
General AI

Why it matters

Stereotypical bias is often considered only at the national level. This benchmark addresses hyperlocal subnational identities in a low-resource language, highlighting gaps in multilingual model evaluation.

Motivation

Socio-cultural stereotypical bias is an important consideration in the development and deployment of NLP systems.

Primary resources

Benchmark Radar records only publicly supported details and links back to primary sources for verification.