Training sample: A completely fictional message states that to keep the account active, one must contact the number 01712345678 within 24 hours. This is not an allegation against any real person, organization, or incident.

Training fixture: this entirely fictional community alert is already in English, so Gemini must receive only the Bangla incident location.

Training sample: A fictional post claims a guaranteed win on 18 July 2026 at the link https://example.com/test. This is created only to test translation and token preservation.

Training fixture: a fictional betting or prediction app promoted in Mymensingh promises guaranteed returns and traps deposits. This is entirely fictional and does not describe a real person, organisation, or event.

Training fixture: a fictional image-based abuse or gendered harassment case reported from Bandarban involves threats, stalking, or sextortion patterns. This is entirely fictional and does not describe a real person, organisation, or event.

Training fixture: a fictional image-based abuse or gendered harassment case reported from Satkhira involves threats, stalking, or sextortion patterns. This is entirely fictional and does not describe a real person, organisation, or event.