ADDO
Dataset-driven triggers Lexicon mgmt
๐Ÿ‡ช๐Ÿ‡น Ethiopia Election Monitoring Dashboard
Dataset-driven triggers โ€ข Amharic support โ€ข Lexicon management

๐Ÿ“Š Executive Dashboard

Real-time election integrity monitoring analytics

โš™๏ธ Lexicon Management

How We Identify Weaponized Language

๐Ÿ“š

1. Lexicon Engine

Curated dictionary of 690 known ethnic slurs, violence incitement, and election interference terms in English, Amharic, and Oromo. Provides 100% precision for known high-risk keywords.

๐Ÿค–

2. LLM Semantic Analysis

Advanced language model analyzes context and semantics to detect nuanced threats, coded language, and evolving slang that exact-match systems might miss.

๐ŸŽฏ

3. AFRO-XLMR Transformer

Fine-tuned multilingual XLM-RoBERTa classifier specifically trained on Ethiopian languages (Amharic, Oromo, English). Detects 20 distinct categories of weaponized language in the Ethiopia election context.

AFRO-XLMR Detection Categories (20):

๐Ÿ”ด Violence ๐Ÿ”ด Inciteful ๐Ÿ”ด Call for Action ๐Ÿ”ด Dehumanization ๐ŸŸ  Extremism ๐ŸŸ  Ethnic Slur ๐ŸŸ  Misogynistic Slur ๐ŸŸก Derogatory ๐ŸŸก Inflammatory ๐ŸŸก Gender Disinformation ๐ŸŸก Stereotype ๐Ÿ”ต Ethnicity ๐Ÿ”ต Xenophobia ๐Ÿ”ต Religion ๐Ÿ”ต Homophobic โšช Ancestry Class โšช Structural โšช Neutral

๐Ÿ”ฌ Methodology: Our hybrid approach combines rule-based precision with AI-powered contextual understanding. Each detection method votes on the classification, and we calculate a weighted confidence score to minimize false positives while catching sophisticated manipulation tactics. The AFRO-XLMR model was specifically fine-tuned on Ethiopian election discourse across Amharic, Oromo, and English to recognize these 20 distinct categories of harmful language with high accuracy.

๐Ÿ” Real-Time Trigger Detection

โž• Add New Term

Optional but recommended. Helps analysts understand the context and severity of the term.

101002 Trigger Matches found in 49795 posts

Showing precomputed detections for all 69809 posts in the database using a dictionary of 690 monitored trigger words (ethnic slurs, violence terms, election keywords, etc.)

Term Category Severity Language Target Entity Justification Actions
แˆปแ‰ฅแ‹ซ Cross-Border Geopolitical Narratives high Amharic Eritrea/EPLF โ€”
Invader / Aggressor Cross-Border Geopolitical Narratives high English โ€” โ€”
แ‹ˆแˆซแˆช Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แˆปแ‰ขแ‹ซ Cross-Border Geopolitical Narratives high Amharic Eritrea/EPLF โ€”
แ‹จแ‰ฃแ‹ณ แ‹˜แˆญ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แ‰ฃแ‹ณ แ‹จแ‰ฃแ‹•แ‹ต แ‹˜แˆญ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แ‹ˆแ แ‹˜แˆซแˆฝ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แˆ˜แŒค Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แŒˆแŠ•แ‹ณ แŠ แ แˆ˜แŒค Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แ‰ฐแˆตแ‹แŠ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
Baballiftuu Cross-Border Geopolitical Narratives high Oromo โ€” โ€”
แˆฐแ‹แˆช Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แ‰…แŠ แŒˆแ‹ฅ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แ‰…แŠ แŒˆแ‹ข Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แ‰…แŠ แŒˆแ‹ข แˆ€แŒˆแˆญ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แŠฅแŠแˆฑ แ‰…แŠ แŒˆแ‹ฅแ‹Žแ‰ฝ แŠ“แ‰ธแ‹ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
แˆฐแ‹แˆชแ‹Žแ‰ฝ Cross-Border Geopolitical Narratives high Amharic โ€” โ€”
settler Cross-Border Geopolitical Narratives high English โ€” โ€”
แŠคแˆแˆฌแ‰ตแˆต Cross-Border Geopolitical Narratives low Amharic UAE โ€”
Pastoralist Cross-Border Geopolitical Narratives low English โ€” โ€”
uae Cross-Border Geopolitical Narratives low English UAE โ€”
แ‹จแŠ แŠซแ‰ฃแ‰ข แ‹จแ‰ แˆ‹แ‹ญแŠแ‰ต Cross-Border Geopolitical Narratives medium Amharic โ€” โ€”
Italian Cross-Border Geopolitical Narratives medium English โ€” โ€”
Neo-colonialism Cross-Border Geopolitical Narratives medium English โ€” โ€”
Nomad clan / Vagabond / Pastoralist Cross-Border Geopolitical Narratives medium English โ€” โ€”
Stateless Cross-Border Geopolitical Narratives medium English โ€” โ€”
international Cross-Border Geopolitical Narratives medium English geopolitical โ€”
cross border Cross-Border Geopolitical Narratives medium English geopolitical โ€”
horn of africa Cross-Border Geopolitical Narratives medium English geopolitical โ€”
somaliland Cross-Border Geopolitical Narratives medium English geopolitical โ€”
red sea Cross-Border Geopolitical Narratives medium English geopolitical โ€”
gerd Cross-Border Geopolitical Narratives medium English geopolitical โ€”
nile Cross-Border Geopolitical Narratives medium English geopolitical โ€”
mou Cross-Border Geopolitical Narratives medium English geopolitical โ€”
au Cross-Border Geopolitical Narratives medium English geopolitical โ€”
un Cross-Border Geopolitical Narratives medium English geopolitical โ€”
eu Cross-Border Geopolitical Narratives medium English geopolitical โ€”
diaspora Cross-Border Geopolitical Narratives medium English geopolitical โ€”
somalia Cross-Border Geopolitical Narratives medium English geopolitical โ€”
djibouti Cross-Border Geopolitical Narratives medium English geopolitical โ€”
turkey Cross-Border Geopolitical Narratives medium English geopolitical โ€”
russia Cross-Border Geopolitical Narratives medium English geopolitical โ€”
usa Cross-Border Geopolitical Narratives medium English geopolitical โ€”
western Cross-Border Geopolitical Narratives medium English geopolitical โ€”
proxy Cross-Border Geopolitical Narratives medium English geopolitical โ€”
foreign interference Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign agent Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign backed Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign funded Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign meddling Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign hand Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign plot Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign puppet Cross-Border Geopolitical Narratives medium English โ€” โ€”
foreign conspiracy Cross-Border Geopolitical Narratives medium English โ€” โ€”
western puppet Cross-Border Geopolitical Narratives medium English โ€” โ€”
แ‹จแ‹แŒญ แŒฃแˆแ‰ƒ แŒˆแ‰ฅแŠแ‰ต Cross-Border Geopolitical Narratives medium Amharic โ€” โ€”
แ‹จแ‹แŒญ แŠฅแŒ… Cross-Border Geopolitical Narratives medium Amharic โ€” โ€”
Proxy war Cross-Border Geopolitical Narratives medium English โ€” โ€”
แ‹จproxy แŒฆแˆญแŠแ‰ต Cross-Border Geopolitical Narratives medium Amharic โ€” โ€”
immigrant Cross-Border Geopolitical Narratives medium English โ€” โ€”
middle settler Cross-Border Geopolitical Narratives medium English โ€” โ€”
แ‰ฃแ‹ณ Cross-Border Geopolitical Narratives medium Amharic โ€” โ€”
Baqataa Cross-Border Geopolitical Narratives medium Oromo โ€” โ€”
Baqaattuu / Baqataa Cross-Border Geopolitical Narratives medium Oromo โ€” โ€”
แŠ แŒแˆ‹แ‹ญ Cross-Border Geopolitical Narratives medium Amharic โ€” โ€”
bilateral Cross-Border Geopolitical Narratives medium English geopolitical โ€”
sovereignty Cross-Border Geopolitical Narratives medium English geopolitical โ€”
Ajjeesaa/Ajjeestuu Dehumanizing critical Oromo โ€” โ€”
killer Dehumanizing critical English โ€” โ€”
แŠแแˆฐ แŒˆแ‹ณแ‹ญ Dehumanizing critical Amharic โ€” โ€”
แ‰ฐแ‰ แ‹ณ แŠฅแŠ“ แˆ™แ‰ต Dehumanizing critical Amharic โ€” โ€”
แŒˆแ‹ณแ‹ญ Dehumanizing critical Amharic โ€” โ€”
แ‰†แˆปแˆป Dehumanizing high Amharic โ€” โ€”
แŠฆแˆฎแˆ™แˆ› แˆฐแ‹ญแŒฃแŠ• แˆฐแ‹ญแŒฃแŠ• แŠแ‹ Dehumanizing high Amharic Oromo โ€”
dog Dehumanizing high English โ€” โ€”
แŠฅแŠแ‹šแˆ… แ‹จแŒ‹แˆŽแ‰ฝ แŠ แˆธแŠจแˆฎแ‰ฝ แŠ“แ‰ธแ‹ Dehumanizing high Amharic Oromo โ€”
แ‹จแŠ แˆ…แ‹ซ แ‹˜แˆญ Dehumanizing high Amharic โ€” โ€”
Waraabessa Dehumanizing high Oromo โ€” โ€”
แŠฆแˆฎแˆž แŠจแ‰ฅแ‰ต Dehumanizing high Amharic Oromo โ€”
แ‹แˆป แ‹˜แˆญ Dehumanizing high Amharic โ€” โ€”
แ‹แˆ แ‰ แ‹ญ แ‹แˆป Dehumanizing high Amharic โ€” โ€”
thief Dehumanizing high English โ€” โ€”
แŠ แˆ•แ‹ซ Dehumanizing high Amharic โ€” โ€”
แŠ แˆ…แ‹ซ Dehumanizing high Amharic โ€” โ€”
Kutichaa Dehumanizing high Oromo โ€” โ€”
แˆžแˆ‹แŒซ แˆŒแ‰ฃ Dehumanizing high Amharic โ€” โ€”
แ‹จแŠ แˆ…แ‹ซ แˆแŒ… Dehumanizing high Amharic โ€” โ€”
แŠ เคธเคพแˆ› Dehumanizing high Amharic โ€” โ€”
แŒ…แ‰ฅ Dehumanizing high Amharic โ€” โ€”
Hattuu Dehumanizing high Oromo โ€” โ€”
Waraabessa / Shiftaa Dehumanizing high Oromo โ€” โ€”
แ‹จแ‰€แŠ• แŒ…แ‰ฆแ‰ฝ Dehumanizing high Amharic Tigrayan โ€”
แ‹แŠ•แ‹ถ Dehumanizing high Amharic โ€” โ€”
แŠฅแ‰ แ‰ต Dehumanizing high Amharic โ€” โ€”
animal Dehumanizing high English โ€” โ€”
แŠจแ‰ฅแ‰ต Dehumanizing high Amharic โ€” โ€”
cattle Dehumanizing high English โ€” โ€”
Ilmoo saree Dehumanizing high Oromo โ€” โ€”
แˆŒแ‰ฃ Dehumanizing high Amharic โ€” โ€”
trash Dehumanizing high English โ€” โ€”
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