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{
"label": "Genuine message",
"text": "Nitapika wali na mboga leo jioni, unanunua nyama au mimi nibebe?",
"defend": false,
"note": "Passes."
},
{
"label": "Genuine + phone number",
"text": "Nitapika wali na mboga leo jioni, unanunua nyama au mimi nibebe? Nipigie 0712345678",
"defend": false,
"note": "Still passes: the number shortcut is gone (E10-E11)."
},
{
"label": "Classic scam",
"text": "Iyo pesa itume kwenye namba hii 0712345678 jina litakuja JUMA ALLY",
"defend": false,
"note": "Both models flag it."
},
{
"label": "Disguised scam",
"text": "Xоrrу niро хаfari nіna xhіda kwеl nаkuоmbа unіxа1d1e ѕh elfu 9 nіtаkurеfund nіkifika рlх Вy НАМІ5I RAMADHANI,ni grр mеmbеr",
"defend": false,
"note": "Lookalike letters fool the n-gram model; the transformer still flags it (E6)."
},
{
"label": "Disguised + defence",
"text": "Xоrrу niро хаfari nіna xhіda kwеl nаkuоmbа unіxа1d1e ѕh elfu 9 nіtаkurеfund nіkifika рlх Вy НАМІ5I RAMADHANI,ni grр mеmbеr",
"defend": true,
"note": "With the normalisation defence on, the n-gram model recovers (E7)."
},
{
"label": "Landlord impersonation",
"text": "Habari za asubuhi. Mimi mwenye nyumba wako hii namba yangu ya Vodacom. Mbona kimya na siku zinazidi kwenda...?",
"defend": false,
"note": "No number or link: the transformer misses it, the n-gram model catches it (E12)."
},
{
"label": "Chichewa scam",
"text": "MIRACLE MONEY: lowani mpingo wathu wa satanic kuti mulemele. imbani phone ku nambala iyi 0999000000 kuti mujoine",
"defend": false,
"note": "No Chichewa in training: only the transformer flags it (E8)."
}
] |