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.

74343 Trigger Matches found in 32483 posts

Showing precomputed detections for 47942 posts from the last 3 months using a dictionary of 690 monitored trigger words (ethnic slurs, violence terms, election keywords, etc.)

Term Category Severity Language Target Entity Justification Actions
แŠ•แ‰ƒ Dehumanizing low Amharic โ€” โ€”
Oduu qofaa Dehumanizing low Oromo โ€” โ€”
แ‰ตแˆจแŠฉแ‰ต แˆแˆ‹แŒŠ Dehumanizing low Amharic โ€” โ€”
แŠฅแŠ•แ‰…แˆแ‹แˆ Dehumanizing low Amharic โ€” โ€”
แ‰€แˆญแ‹แ‹ Dehumanizing low Amharic โ€” โ€”
แˆ‰แ‹˜แˆญ Dehumanizing low Amharic โ€” โ€”
แ‹แˆซ Dehumanizing low Amharic โ€” โ€”
Moluu Dehumanizing low Oromo โ€” โ€”
Dadhabaa Dehumanizing low Oromo โ€” โ€”
Yeelaltuu Dehumanizing low Oromo โ€” โ€”
แŒ‰แˆซ แ‰ฅแ‰ป Dehumanizing low Amharic โ€” โ€”
แŠ แˆตแ‰€แ‹ซแˆš Dehumanizing low Amharic โ€” โ€”
แŒแˆแแŒฅ Dehumanizing low Amharic โ€” โ€”
Fakkeessituu Dehumanizing low Oromo โ€” โ€”
Hamii/Odeessa Dehumanizing low Oromo โ€” โ€”
แ‹แˆธแ‰ต Dehumanizing low Amharic โ€” โ€”
แŠแŒญ แ‹แˆธแ‰ต Dehumanizing low Amharic โ€” โ€”
Gossip Dehumanizing low English โ€” โ€”
แŠจแŠ•แ‰ฑ Dehumanizing low Amharic โ€” โ€”
แˆแ‰€แŠ› Dehumanizing low Amharic โ€” โ€”
แŒฅแ‰…แˆ˜แŠ› Dehumanizing low Amharic โ€” โ€”
แŒ…แˆ Dehumanizing low Amharic โ€” โ€”
แˆซแˆต แ‹ˆแ‹ณแ‹ต Dehumanizing low Amharic โ€” โ€”
Amala badaa Dehumanizing medium Oromo โ€” โ€”
Salphina Dehumanizing medium Oromo โ€” โ€”
Disgrace Dehumanizing medium English โ€” โ€”
แŠจแ‹แ‹ญ แŠ แŠซแˆ Dehumanizing medium Amharic โ€” โ€”
แˆดแˆจแŠ› แŠ แŠซแˆ Dehumanizing medium Amharic โ€” โ€”
แ‹จแˆžแ‰ฐ Dehumanizing medium Amharic โ€” โ€”
You are intentionally playing dead Dehumanizing medium English โ€” โ€”
Doom-monger Dehumanizing medium English โ€” โ€”
แˆแ‹ตแˆจ แ‹ฐแŠแ‹ Dehumanizing medium Amharic โ€” โ€”
แ‰ฅแˆแˆน Dehumanizing medium Amharic โ€” โ€”
Where the hell were you? Dehumanizing medium English โ€” โ€”
แŠฅแˆฌแˆณ Dehumanizing medium Amharic โ€” โ€”
Garaa isaaniitiif qofa kan jiraatan Dehumanizing medium Oromo โ€” โ€”
แŒ แˆ‹แ‰ต Dehumanizing medium Amharic โ€” โ€”
แ‹ฐแ‹ฐแ‰ฅ Dehumanizing medium Amharic โ€” โ€”
fool Dehumanizing medium English โ€” โ€”
Water hyacinth Dehumanizing medium English โ€” โ€”
Primitive / Backward rustic Dehumanizing medium English โ€” โ€”
แ‹˜แˆจแŠ› Dehumanizing medium Amharic โ€” โ€”
แŒ แ‰ฃแ‰ฅ แ‰ฅแˆ”แˆญแ‰ฐแŠ› Dehumanizing medium Amharic โ€” โ€”
แ‹ฐแŠ•แ‰†แˆฎ Dehumanizing medium Amharic โ€” โ€”
แ‹จแ‰ฐแˆ›แˆจแ‹ แ‹ฐแŠ•แ‰†แˆฎ แ‹จแ‰†แˆŽ แ‰ฐแˆ›แˆช Dehumanizing medium Amharic โ€” โ€”
แ‹จแŠ แŠ•แ‰ฐแ‹ แ‹ตแŠ•แ‰แˆญแŠ“แˆต แˆˆแŠจแ‰ต แ‹จแˆˆแ‹แˆ Dehumanizing medium Amharic โ€” โ€”
แ‹ฐแŠ•แ‰†แˆฎ แŠ แˆตแ‰ฐแˆณแˆฐแ‰ฅ Dehumanizing medium Amharic โ€” โ€”
Doofaa Dehumanizing medium Oromo โ€” โ€”
Empty head Dehumanizing medium English โ€” โ€”
แ‹ถแˆ› Dehumanizing medium Amharic โ€” โ€”
แ‹ตแŠ•แŒ‹แ‹ญ แˆซแˆต Dehumanizing medium Amharic โ€” โ€”
แŠแˆแ‹ Dehumanizing medium Amharic โ€” โ€”
Mataa-gogogaa Dehumanizing medium Oromo โ€” โ€”
Ignorant Dehumanizing medium English โ€” โ€”
แŠฅแ‰ฅแ‹ต Dehumanizing medium Amharic โ€” โ€”
แ‰ฐแˆ‹แˆ‹แŠช Dehumanizing medium Amharic โ€” โ€”
Machaa'aa Dehumanizing medium Oromo โ€” โ€”
แ‰ฃแˆˆแŒŒ Dehumanizing medium Amharic โ€” โ€”
แ‰ แŒฃแˆ แ‰ฃแˆˆแŒŒ แŠ แˆตแ‰ฐแˆณแˆฐแ‰ฅ Dehumanizing medium Amharic โ€” โ€”
Harka-faktuu Dehumanizing medium Oromo โ€” โ€”
แ‰…แˆŒแ‰ต Dehumanizing medium Amharic โ€” โ€”
แ‰…แˆŒแ‰ณแˆ แˆฝแˆ›แŒแˆŒ Dehumanizing medium Amharic โ€” โ€”
แ‹ˆแˆซแ‹ณ Dehumanizing medium Amharic โ€” โ€”
แŠฅแˆญแŠฉแˆต Dehumanizing medium Amharic โ€” โ€”
แŒญแˆซ แˆ˜แ‰แˆ‹แ‰ต Dehumanizing medium Amharic โ€” โ€”
แŒจแŠซแŠ Dehumanizing medium Amharic โ€” โ€”
แŒจแŠซแŠ แˆฐแ‹ Dehumanizing medium Amharic โ€” โ€”
แŒจแŠซแŠ แŠ แˆตแ‰ฐแˆณแˆฐแ‰ฅ Dehumanizing medium Amharic โ€” โ€”
แŒจแŠซแŠ แ‰ฐแŠ•แŠฎแˆˆแŠ› Dehumanizing medium Amharic โ€” โ€”
แŒจแŠซแŠ แ‰ฐแŠ•แŠฎแˆˆแŠ› แ‰ฃแˆ…แˆช Dehumanizing medium Amharic โ€” โ€”
แˆแŠญแˆตแŠญแˆต Dehumanizing medium Amharic โ€” โ€”
แ‰ฐแŠ•แŠฎแˆˆแŠ› Dehumanizing medium Amharic โ€” โ€”
Jifuu Dehumanizing medium Oromo โ€” โ€”
แ‰ฐแŠ•แŠฎแˆ Dehumanizing medium Amharic โ€” โ€”
แˆตแŒแ‰ฅแŒแ‰ฅ Dehumanizing medium Amharic โ€” โ€”
แˆตแˆตแ‰ณแˆ Dehumanizing medium Amharic โ€” โ€”
Backward / Primitive Dehumanizing medium English โ€” โ€”
แŒฅแ‰ แŠ› Dehumanizing medium Amharic โ€” โ€”
แŒ แˆ›แˆ› Dehumanizing medium Amharic โ€” โ€”
แ‹แ‹ญแŠ• แŠ แ‹แŒฃ Dehumanizing medium Amharic โ€” โ€”
แŠ แ‹ญแŠ• แŠ แ‹แŒฃ Dehumanizing medium Amharic โ€” โ€”
แŠ แ‹ญแŠ แ‹ฐแˆจแ‰… Dehumanizing medium Amharic โ€” โ€”
แŒˆแˆญแ‹ณแˆœ Dehumanizing medium Amharic โ€” โ€”
แ‰€แ‹แŠ Dehumanizing medium Amharic โ€” โ€”
แŠญแแ‰ต แŠ แ Dehumanizing medium Amharic โ€” โ€”
แ‹ˆแˆฌ แ‰ฅแ‰ป แŒ‰แˆซ แ‰ฅแ‰ป Dehumanizing medium Amharic โ€” โ€”
Yakkaamaa Dehumanizing medium Oromo โ€” โ€”
แ‰ฐแˆˆแŠ Dehumanizing medium Amharic โ€” โ€”
แ‰ฃแˆˆแŒŠแ‹œ Dehumanizing medium Amharic โ€” โ€”
แŒฅแˆจแŠ› Dehumanizing medium Amharic โ€” โ€”
แŒ แ‰ฅ Dehumanizing medium Amharic โ€” โ€”
แŠ แˆฝแ‰ƒแ‰ฃแŒญ Dehumanizing medium Amharic โ€” โ€”
Bootlicker / Sycophant Dehumanizing medium English โ€” โ€”
แŠจแ‹แ‹ญ Dehumanizing medium Amharic โ€” โ€”
แ‰ แ‹แ‰ฃแ‹ฅ Dehumanizing medium Amharic โ€” โ€”
แ‰ฅแ‹แ‰ แ‹› Dehumanizing medium Amharic โ€” โ€”
Oppressor Dehumanizing medium English โ€” โ€”
oppressive Dehumanizing medium English โ€” โ€”
oppression Dehumanizing medium English โ€” โ€”
แ‹จแˆจแŠจแˆฐ Dehumanizing medium Amharic โ€” โ€”
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