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
แ‰ แˆจแˆฎ Dehumanizing high Amharic โ€” โ€”
Tisiisa Dehumanizing high Oromo โ€” โ€”
Bineensa Dehumanizing high Oromo โ€” โ€”
แŒจแŠซแŠ แŠ แ‹แˆฌ Dehumanizing high Amharic โ€” โ€”
แŒญแˆซแ‰… Dehumanizing high Amharic โ€” โ€”
แŠ แˆซแ‹Šแ‰ต Dehumanizing high Amharic โ€” โ€”
Bofa Dehumanizing high Oromo โ€” โ€”
Karkarroo Dehumanizing high Oromo โ€” โ€”
Maggot / Worm Dehumanizing high English โ€” โ€”
Monkey Dehumanizing high English โ€” โ€”
Elephant Dehumanizing high English โ€” โ€”
Sub-human Dehumanizing high English โ€” โ€”
แŒฅแŠ•แ‰ฅ แŠ แŠ•แˆณ Dehumanizing high Amharic โ€” โ€”
Stinky Dehumanizing high English โ€” โ€”
แŒฅแˆแ‰ฃแ‰ณแˆ Dehumanizing high Amharic โ€” โ€”
แŒแˆ›แ‰ณแˆ Dehumanizing high Amharic โ€” โ€”
แ‹จแˆธแ‰ฐแ‰ฐ Dehumanizing high Amharic โ€” โ€”
xirooftuu Dehumanizing high Oromo โ€” โ€”
Dhiqamee dhoqqee Dehumanizing high Oromo โ€” โ€”
Kosii Dehumanizing high Oromo โ€” โ€”
แ‹แŠ•แ‹ฒแ‹ซ Dehumanizing high Amharic โ€” โ€”
แŠฅแŠ•แˆตแˆณ Dehumanizing high Amharic โ€” โ€”
แŠ แˆญ Dehumanizing high Amharic โ€” โ€”
แŠ แ‰ฐแˆ‹ Dehumanizing high Amharic โ€” โ€”
Hattuu Dehumanizing high Oromo โ€” โ€”
แ‹แˆป Dehumanizing high Amharic โ€” โ€”
dog Dehumanizing high English โ€” โ€”
แ‰†แˆปแˆป Dehumanizing high Amharic โ€” โ€”
trash Dehumanizing high English โ€” โ€”
Abiy the executioner Dehumanizing high English Abiy Ahmed โ€”
แŒ แ‰ฃแ‰ฅ แ‹˜แˆจแŠ› Dehumanizing high Amharic โ€” โ€”
แ‹ฐแŠ•แ‰†แˆฎ แ‰ฅแˆ„แˆญ Dehumanizing high Amharic โ€” โ€”
แŠญแ‰ แŠฅแ‰ฅแ‹ต แŠ แˆตแ‰ฐแˆณแˆฐแ‰ฅ Dehumanizing high Amharic โ€” โ€”
แŠจแˆƒแ‹ฒ Dehumanizing high Amharic โ€” โ€”
Traitor Dehumanizing high English โ€” โ€”
Son of a traitor Dehumanizing high English โ€” โ€”
Son of a "Banda" / Traitor Dehumanizing high English โ€” โ€”
แ‰ฃแŠ•แ‹ณ Dehumanizing high Amharic โ€” โ€”
แ‰ฃแŠ•แ‹ณแ‹Žแ‰ฝ Dehumanizing high Amharic โ€” โ€”
แ‹จแ‰ฃแŠ•แ‹ณ แ‹˜แˆญ Dehumanizing high Amharic โ€” โ€”
Gantuu Dehumanizing high Oromo โ€” โ€”
Gosa gantuu ta'e Dehumanizing high Oromo โ€” โ€”
Goobanaa Dehumanizing high Oromo โ€” โ€”
Galtuu / Gantuu Dehumanizing high Oromo โ€” โ€”
แ‹ญแˆแ‹ณ Dehumanizing high Amharic โ€” โ€”
Gara-jabeessa (Aramanee) Dehumanizing high Oromo โ€” โ€”
แ‹จแ‰ฐแŠ•แŠฎแˆˆแŠ› แ‹˜แˆญ Dehumanizing high Amharic โ€” โ€”
แŒฅแŒ‹แ‰ฃแ‰ฝแˆ แ‹ญแ‰ แˆญแ‹ณแˆ Dehumanizing high Amharic โ€” โ€”
แ‰†แˆ›แŒฃ Dehumanizing high Amharic โ€” โ€”
แ‰…แˆ›แˆ‹แˆ Dehumanizing high Amharic โ€” โ€”
Ka'i Dehumanizing high Oromo โ€” โ€”
Tortortuu Dehumanizing high Oromo โ€” โ€”
แ‰…แ‹˜แŠ“แˆ Dehumanizing high Amharic โ€” โ€”
แˆแ‰ณแˆ Dehumanizing high Amharic โ€” โ€”
แŒกแ‰ต แŠแŠซแˆฝ Dehumanizing high Amharic โ€” โ€”
แ‹จแ‰แˆ แˆžแ‰ต Dehumanizing high Amharic โ€” โ€”
แŠฉแˆ‹ แˆซแˆต Dehumanizing high Amharic โ€” โ€”
แ‹ˆแˆธแˆ‹ Dehumanizing high Amharic โ€” โ€”
แ‰ฐแ‰ แ‹ณ Dehumanizing high Amharic โ€” โ€”
แ‹จแŠฅแŠ“แ‰ตแˆ… แŠฅแˆแˆต Dehumanizing high Amharic โ€” โ€”
แŠฅแŠ“แ‰ตแˆ… แ‰ตแ‰ แ‹ณ Dehumanizing high Amharic โ€” โ€”
แ‹ณแ‰ณแˆ Dehumanizing high Amharic โ€” โ€”
แ‹จแŠ แˆ…แ‹ซ แŒ€แˆ‹ แ‹ญแŒแ‰ฃแ‰ฅแˆ… Dehumanizing high Amharic โ€” โ€”
Dhangala'aa Dehumanizing high Oromo โ€” โ€”
แ‰ตแˆแŠญแ‰ฐแŠ› Dehumanizing high Amharic Amhara โ€”
แ‹ˆแˆซแ‹ณ แˆ˜แˆช Dehumanizing high Amharic โ€” โ€”
แ‰ณแˆชแŠซแ‹Š แŒ แˆ‹แ‰ต Dehumanizing high Amharic โ€” โ€”
แˆˆแˆแŒปแˆ Dehumanizing high Amharic โ€” โ€”
แ‰€แˆ›แŠ› Dehumanizing high Amharic โ€” โ€”
แ‰€แŒฃแŠ แŠ แŒญแ‰ แˆญแ‰ฃแˆช Dehumanizing high Amharic โ€” โ€”
แ‰…แŒฅแˆจแŠ› แ‰ฐแˆ‹แˆ‹แŠช Dehumanizing high Amharic โ€” โ€”
แ‰ แ‹แ‰ฃแ‹ฅ แ‰กแ‹ตแŠ• Dehumanizing high Amharic โ€” โ€”
แ‹จแŠ แˆ›แˆซ แŒ แˆ‹แ‰ต Dehumanizing high Amharic Amhara โ€”
แ‹จแˆ€แŒˆแˆญ แŒ แˆ‹แ‰ต Dehumanizing high Amharic โ€” โ€”
แŒ แˆ‹แ‰ต แŠแ‹ Dehumanizing high Amharic โ€” โ€”
Kansarii biyyaa Dehumanizing high Oromo โ€” โ€”
Dhiiga-maleessa / Adii Dehumanizing high Oromo โ€” โ€”
แˆฐแ‹ญแŒฃแŠ• Dehumanizing high Amharic โ€” โ€”
แŠ แŒ‹แŠ•แŠ•แ‰ต Dehumanizing high Amharic โ€” โ€”
Lwusifar (Seexana) Dehumanizing high Oromo โ€” โ€”
แŠฅแˆญแ‰ฃแŠ“ แ‰ขแˆต Dehumanizing low Amharic โ€” โ€”
แ‹จแˆ›แ‹ญแˆจแ‰ฃ Dehumanizing low Amharic โ€” โ€”
Crumb Dehumanizing low English โ€” โ€”
แŠ•แ‰แŒ Dehumanizing low Amharic โ€” โ€”
แ‰ฐแˆซ Dehumanizing low Amharic โ€” โ€”
Badaa Dehumanizing low Oromo โ€” โ€”
Gowwaa Dehumanizing low Oromo โ€” โ€”
แ‹แˆญ Dehumanizing low Amharic โ€” โ€”
แˆˆแ‹แŠ Dehumanizing low Amharic โ€” โ€”
Haftee Dehumanizing low Oromo โ€” โ€”
แŠแŒญแŠ“แŒซ Dehumanizing low Amharic โ€” โ€”
แ‰ฐแŠ“แ‹ณแŒ… Dehumanizing low Amharic โ€” โ€”
Annoying Dehumanizing low English โ€” โ€”
Sharp-tongued Dehumanizing low English โ€” โ€”
Hasaa-baay'iftuu / Lallabdii Dehumanizing low Oromo โ€” โ€”
แŒ‰แˆจแŠ› Dehumanizing low Amharic โ€” โ€”
แˆฐแŠแ Dehumanizing low Amharic โ€” โ€”
แˆแˆช Dehumanizing low Amharic โ€” โ€”
Joker Dehumanizing low English โ€” โ€”
แ‰ฃแˆˆแ‰คแ‰ต Dehumanizing low Amharic โ€” โ€”
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