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.

74322 Trigger Matches found in 32476 posts

Showing precomputed detections for 47930 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
แŒจแŠซแŠ แ‰ฐแŠ•แŠฎแˆˆแŠ› แ‰ฃแˆ…แˆช Dehumanizing medium Amharic โ€” โ€”
แ‰ฐแŠ•แŠฎแˆˆแŠ› Dehumanizing medium Amharic โ€” โ€”
You are intentionally playing dead Dehumanizing medium English 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€”
Garaa isaaniitiif qofa kan jiraatan Dehumanizing medium Oromo โ€” โ€”
แŒฅแ‰ แŠ› Dehumanizing medium Amharic โ€” โ€”
Doom-monger Dehumanizing medium English 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€”
fool Dehumanizing medium English โ€” โ€”
แ‹ฐแ‹ฐแ‰ฅ Dehumanizing medium Amharic โ€” โ€”
แŠจแ‹แ‹ญ แŠ แŠซแˆ Dehumanizing medium Amharic โ€” โ€”
แŒ แˆ›แˆ› Dehumanizing medium Amharic โ€” โ€”
แˆแŠญแˆตแŠญแˆต Dehumanizing medium Amharic โ€” โ€”
แŒญแˆซ แˆ˜แ‰แˆ‹แ‰ต Dehumanizing medium Amharic โ€” โ€”
แ‰กแˆฝแ‰ฒแ‹Žแ‰ฝ Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แˆ‰แ‰ฒ Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แˆฐแ‹ถแˆ›แ‹Š Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แŒแ‰ฅแˆจ แˆฐแ‹ถแˆ›แ‹Š แŠ แˆ˜แˆˆแŠซแŠจแ‰ต Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แŒแ‰ฅแˆจ แˆฐแ‹ถแˆ›แ‹Š Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แŒแ‰ฅแˆจ แˆฐแ‹ถแˆ Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แŒŒแ‹ญ Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
แ‰กแˆฝแ‰ฒ Discriminatory_Homophobic high Amharic LGBTQ+ โ€”
faggot Discriminatory_Homophobic high English LGBTQ+ โ€”
homosexual Discriminatory_Homophobic low English LGBTQ+ โ€”
lesbian Discriminatory_Homophobic low English LGBTQ+ โ€”
gay Discriminatory_Homophobic low English LGBTQ+ โ€”
แˆŒแ‹แ‰ขแ‹ซแŠ• Discriminatory_Homophobic medium Amharic LGBTQ+ โ€”
แˆแˆญแŒซ แˆณแ‹ญแˆ†แŠ• แ‹ตแˆซแˆ› Election_Governance high Amharic โ€” โ€”
แ‹จแ‹ญแˆตแˆ™แˆ‹ แˆแˆญแŒซ Election_Governance high Amharic โ€” โ€”
Kaadiree qonqoo Election_Governance high Oromo โ€” โ€”
Sham election Election_Governance high English โ€” โ€”
แ‹จแŠ แ“แˆญแ‰ณแ‹ญแ‹ต แˆฅแˆญแ‹“แ‰ต Election_Governance high Amharic โ€” โ€”
แŠ แ“แˆญแ‰ณแ‹ญแ‹ต Election_Governance high Amharic โ€” โ€”
Apartheid Election_Governance high English โ€” โ€”
Qoodanii bulchuu Election_Governance high Oromo โ€” โ€”
แŠจแ‹แแˆˆแˆ… แŒแ‹› Election_Governance high Amharic โ€” โ€”
vote Election_Governance low English โ€” โ€”
แŠแ‰ค Election_Governance low Amharic NEBE โ€”
nebe Election_Governance low English NEBE โ€”
Sagalee Election_Governance low Oromo โ€” โ€”
แˆั€แŒซ Election_Governance low Amharic โ€” โ€”
แ‹ตแˆแŒฝ Election_Governance low Amharic โ€” โ€”
Boordii Filannoo Election_Governance low Oromo NEBE โ€”
แ‹จแˆแˆญแŒซ แ‰ฆแˆญแ‹ต Election_Governance low Amharic NEBE โ€”
แˆแˆญแŒซ Election_Governance low Amharic โ€” โ€”
แŠขแˆฐแˆ˜แ‰ฆ Election_Governance low Amharic NEBE โ€”
election Election_Governance low English โ€” โ€”
แ‹ตแˆแ… Election_Governance low Amharic โ€” โ€”
Filannoo Election_Governance low Oromo โ€” โ€”
Cadre Election_Governance medium English โ€” โ€”
แ‹จแŠซแ‹ตแˆฌ แ–แˆˆแ‰ฒแŠซ Election_Governance medium Amharic โ€” โ€”
Symbolic exercise Election_Governance medium English โ€” โ€”
Elite bargain Election_Governance medium English โ€” โ€”
แˆ›แ‹•แ‰€แ‰ฅ Election_Governance medium Amharic โ€” โ€”
Abbaa-irree Election_Governance medium Oromo โ€” โ€”
Boycott Election_Governance medium English โ€” โ€”
fraud Election_Governance medium English โ€” โ€”
แˆ›แŒญแ‰ แˆญแ‰ แˆญ Election_Governance medium Amharic โ€” โ€”
rigged Election_Governance medium English โ€” โ€”
แ‹จแ‰ฐแŒญแ‰ แ‰ แˆจ Election_Governance medium Amharic โ€” โ€”
Authoritarian Election_Governance medium English โ€” โ€”
Dictator Election_Governance medium English โ€” โ€”
แ‹จแ‰ฐแŒญแ‰ แˆจแ‰ แˆจ Election_Governance medium Amharic โ€” โ€”
Hata Election_Governance medium Oromo โ€” โ€”
Maliเค‚เค— Election_Governance medium Oromo โ€” โ€”
แŠ แ‹ตแˆŽ Election_Governance medium Amharic โ€” โ€”
แˆ›แŒแˆˆแˆ Election_Governance medium Amharic โ€” โ€”
แŠ แˆแ‰ฃแŒˆแŠแŠ• Election_Governance medium Amharic โ€” โ€”
Lagannaa filannoo Election_Governance medium Oromo โ€” โ€”
Exclusion Election_Governance medium English โ€” โ€”
Kaadiree Election_Governance medium Oromo โ€” โ€”
แ‰แˆแ‰‹แˆ แ‰ แˆŠแ‰ณ Ethnic_Identity high Amharic Tigrayan โ€”
แ‰ตแŒแˆฌ แˆŒแ‰ฃ แŠแ‹ Ethnic_Identity high Amharic Tigrayan โ€”
แˆ›แˆ‹แˆ แ‰ตแŒแˆฌ Ethnic_Identity high Amharic Tigrayan โ€”
แŠ แŒ‹แˆœ แ‹ˆแ‹ซแŠ” แ‰ตแŒแˆฌ แŠแ‹ Ethnic_Identity high Amharic Tigrayan โ€”
แŠ แŒ‹แˆœ Ethnic_Identity high Amharic Tigrayan โ€”
แ‰ฐแˆจแŠ› Ethnic_Identity high Amharic Oromo โ€”
แ‹จแŒ‹แˆ‹ แ‰ฃแˆ…แˆช Ethnic_Identity high Amharic Oromo โ€”
แ‰ฃแˆˆแŒŠแ‹œแ‹Žแ‰น Ethnic_Identity high Amharic Oromo It is a politically charged term meaning "those currently in power" or "the rulers of the moment," often used in political discourse as a blanket label to frame Oromos (or the ruling political faction associated with them) as temporary, illegitimate opportunists. The targeted groups are the Oromo people and politicians associated with the current ruling government structure.
แŠฆแˆฎแˆ™แˆ› Ethnic_Identity high Amharic Oromo โ€”
woyane Ethnic_Identity high English TPLF โ€”
แ‰†แˆแŒฌ Ethnic_Identity high Amharic Amhara โ€”
แ‹ˆแ‹ซแŠ” Ethnic_Identity high Amharic TPLF โ€”
Kutichaa Minilik Ethnic_Identity high Oromo Amhara โ€”
แŒฅแˆแ‰ฅ แˆ‹แˆ Ethnic_Identity high Amharic Oromo โ€”
แŠ แŠ•แ‰ฐ แŒ‹แˆ‹ Ethnic_Identity high Amharic Oromo โ€”
แŒ‹แˆ‹แ‹ Ethnic_Identity high Amharic Oromo โ€”
แŒ‹แˆ‹ Ethnic_Identity high Amharic Oromo โ€”
tplf Ethnic_Identity high English TPLF โ€”
แŠ แˆ›แˆซ แˆตแŒ‹ Ethnic_Identity high Amharic Amhara โ€”
แŠ แˆ›แˆซ แŒ แˆ Ethnic_Identity high Amharic Amhara โ€”
Jawisaa Ethnic_Identity high Oromo Amhara โ€”
neftegna Ethnic_Identity high English Amhara โ€”
แŠแแŠ› Ethnic_Identity high Amharic Amhara โ€”
Jawisa Ethnic_Identity high Oromo Amhara โ€”
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