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 47943 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
Jawsa Ethnic_Identity high Oromo Amhara โ€”
qomcee Ethnic_Identity high Oromo Amhara โ€”
แŠ แˆตแŠแ‹‹แˆช แŠแแŒ แŠ› Ethnic_Identity high Amharic Amhara โ€”
แŠแแŒ แŠ› แ‹แŠ– Ethnic_Identity high Amharic Amhara โ€”
แŠแแŒ แŠ› แŠ แˆ˜แˆˆแŠซแŠจแ‰ต Ethnic_Identity high Amharic Amhara โ€”
แŠแแŒ แŠ› Ethnic_Identity high Amharic Amhara โ€”
แˆ…แ‹ˆแˆ“แ‰ต Ethnic_Identity high Amharic TPLF โ€”
แ‰แˆแ‰‹แˆ‹แˆ Ethnic_Identity high Amharic Tigrayan โ€”
แˆปแŠ•แ‰…แˆŽแ‰ฝ Ethnic_Identity high Amharic Benishangul/Gumuz โ€”
แˆปแŠ•แ‰…แˆ‹ Ethnic_Identity high Amharic Benishangul/Gumuz โ€”
แ‹ฒแ‰ป Ethnic_Identity high Amharic Wolayta โ€”
แ‹ˆแˆ‹แˆž Ethnic_Identity high Amharic Wolayta โ€”
galla Ethnic_Identity high English Oromo โ€”
Tigrayaan bofa Ethnic_Identity high Oromo Tigrayan โ€”
แ‹จแ‰€แŠ• แŒ…แ‰ฅ แ‹˜แˆซแŠแ‹Žแ‰ฝ Ethnic_Identity high Amharic Tigrayan โ€”
แŠ แŠ•แ‰ฐ แ‰†แˆแŒฌ แ‹แˆซแ‹ Ethnic_Identity high Amharic Amhara โ€”
แ‹จแ‰€แŠ• แŒ…แ‰ฅ Ethnic_Identity high Amharic Tigrayan โ€”
qebenna Ethnic_Identity low Amharic โ€” โ€”
แŠ แˆ›แˆซ Ethnic_Identity medium Amharic Amhara โ€”
amhara Ethnic_Identity medium English Amhara โ€”
แŠฆแˆฎแˆž Ethnic_Identity medium Amharic Oromo โ€”
oromo Ethnic_Identity medium English Oromo โ€”
แ‰ตแŒแˆฌ Ethnic_Identity medium Amharic Tigrayan โ€”
tigrayan Ethnic_Identity medium English Tigrayan โ€”
แ‰…แˆ›แŠ•แ‰ต Ethnic_Identity medium Amharic Qemant โ€”
qemant Ethnic_Identity medium English Qemant โ€”
แŠ แŒˆแ‹ Ethnic_Identity medium Amharic Agew โ€”
agew Ethnic_Identity medium English Agew โ€”
แˆถแˆ›แˆŒ Ethnic_Identity medium Amharic Somali โ€”
แŠ แ‹แˆญ Ethnic_Identity medium Amharic Afar โ€”
แ‹จแŠฆแˆฎแˆ™แˆ› แŠ แˆซแŒ… แ‰กแ‹ตแŠ• Ethnic_Identity medium Amharic Oromo โ€”
Fota-wearer Ethnic_Identity medium English Amhara โ€”
แŽแŒฃ แˆˆแ‰ฃแˆฝ Ethnic_Identity medium Amharic Amhara โ€”
แˆตแˆแŒค Ethnic_Identity medium Amharic Silte โ€”
egypt Foreign_Interference low English Egypt โ€”
sudan Foreign_Interference low English Sudan โ€”
แˆฑแ‹ณแŠ• Foreign_Interference low Amharic Sudan โ€”
china Foreign_Interference low English China โ€”
แ‰ปแ‹ญแŠ“ Foreign_Interference low Amharic China โ€”
america Foreign_Interference low English USA โ€”
แŠ แˆœแˆชแŠซ Foreign_Interference low Amharic USA โ€”
eritrea Foreign_Interference low English Eritrea โ€”
แŠคแˆญแ‰ตแˆซ Foreign_Interference low Amharic Eritrea โ€”
แŒแ‰ฅแ… Foreign_Interference low Amharic Egypt โ€”
foreign Foreign_Interference medium English โ€” โ€”
แ‹แŒญ Foreign_Interference medium Amharic โ€” โ€”
แˆธแˆญแˆ™แŒฃ Gender_Misogynistic high Amharic Women โ€”
madaqsoo Gender_Misogynistic high Oromo Women โ€”
dhaqna-hinqabanne Gender_Misogynistic high Oromo Women โ€”
แˆดแ‰ต แ‹ˆแ‹ฐ แ‹ˆแŒฅ แ‰คแ‰ตแˆฝ Gender_Misogynistic high Amharic Women โ€”
แˆดแ‰ถแ‰ฝ แ‹ตแˆแƒแ‰ธแ‹แŠ• แŠจแ แŠ แ‹ตแˆญแŒˆแ‹ แˆ˜แŠ“แŒˆแˆญ แ‹จแˆˆแ‰ฃแ‰ธแ‹แˆ Gender_Misogynistic high Amharic Women โ€”
แˆดแ‰ถแ‰ฝ แŠ แŒ‹แ‹ฅ แŠ“แ‰ธแ‹ แŠฅแŠ•แŒ‚ แˆ˜แˆช แˆ˜แˆ†แŠ• แ‹จแˆˆแ‰ฃแ‰ธแ‹แˆ Gender_Misogynistic high Amharic Women โ€”
แ‹จแ‰ แ‰ณแ‰ฝ แˆ˜แˆ†แŠ• แŠ แˆˆแ‰ฃแ‰ธแ‹ Gender_Misogynistic high Amharic Women โ€”
แˆดแ‰ต แˆ˜แˆแˆซแ‰ต แŠ แ‰ตแ‰ฝแˆแˆ Gender_Misogynistic high Amharic Women โ€”
แ‰ แ‰…แˆญแ‰ก แŒ‹แˆฝแŠ• แ‰ณแŒˆแŠ›แˆˆแˆฝ Gender_Misogynistic high Amharic Women โ€”
แ‹ญแˆ„แŠ” แ‹จแˆ†แŠ แ‹ˆแŠ•แ‹ต แŠแ‹ แ‹จแˆˆแ‰€แ‰€แ‰ฅแˆฝ Gender_Misogynistic high Amharic Women โ€”
แ‹จแ‰ฐแˆแŒธแˆ˜แ‰ฃแ‰ต แŒฅแ‰ƒแ‰ต แ‰ แŠ แˆˆแ‰ฃแ‰ แˆท แŠแ‹ Gender_Misogynistic high Amharic Women โ€”
แŠญแ‰ แˆดแ‰ฐแŠ› แŠ แ‹ณแˆช แ‹˜แˆญ Gender_Misogynistic high Amharic Women โ€”
แ‰แˆŒแ‰ณแˆ Gender_Misogynistic high Amharic Women โ€”
แ‹จแ‰ฐแˆ‹แˆธแ‰ฝ Gender_Misogynistic high Amharic Women โ€”
แ‰…แˆŒแ‰ณแˆ แŠ แˆฎแŒŠแ‰ต Gender_Misogynistic high Amharic Women โ€”
แ‹จแŒญแŠ• แŒˆแˆจแ‹ต Gender_Misogynistic high Amharic Women โ€”
sagaagaltuu Gender_Misogynistic high Oromo Women โ€”
bitch Gender_Misogynistic high English Women โ€”
whore Gender_Misogynistic high English Women โ€”
แˆดแ‰ต แŠ แ‹ณแŠ Gender_Misogynistic low Amharic Men โ€”
spinster Gender_Misogynistic low English Women โ€”
แ‹จแˆดแ‰ต แˆแŒ… Gender_Misogynistic low Amharic Men โ€”
แŠฅแŠ•แ‹ฐแˆดแ‰ต แŠ แ‰ตแˆแŠ• Gender_Misogynistic medium Amharic Men โ€”
แˆดแ‰ต แŠ แ‰ตแˆแŠ• Gender_Misogynistic medium Amharic Men โ€”
แˆดแ‰ต แŠ แ‹แˆ Gender_Misogynistic medium Amharic Men โ€”
แˆดแ‰ถแ‰ฝ แ‰ณแ‹›แ‹ฅ Gender_Misogynistic medium Amharic Women โ€”
แ‹จแ‰ แ‰ณแ‰ฝ Gender_Misogynistic medium Amharic Women โ€”
แ‹ˆแ‹ฐ แŒ“แ‹ณ แŒแ‰ข Gender_Misogynistic medium Amharic Women โ€”
แˆ˜แŒฝแˆแ แ‰…แ‹ฑแˆต แŠฅแŠ•แ‹ฐแˆšแˆˆแ‹ แˆดแ‰ต แˆˆแ‰ฃแˆ แ‰ตแŒˆแ‹› Gender_Misogynistic medium Amharic Women โ€”
แ‹ˆแŠ•แ‹ต แ‹ญแˆแˆซ แˆดแ‰ต แ‰ตแŠจแ‰ฐแˆ Gender_Misogynistic medium Amharic Women โ€”
แ‹ˆแŠ•แ‹ณแŒˆแˆจแ‹ต Gender_Misogynistic medium Amharic Intersex/Women โ€”
แˆดแ‰ต แ‰ แ‹› แŒŽแˆ˜แŠ• แŒ แŠแ‹› Gender_Misogynistic medium Amharic Women โ€”
Balfamtuu Gender_Misogynistic medium Oromo Women โ€”
แŠ แ‰ฃแ‰ณแ‹ŠแŠแ‰ตแŠ“ แ‹จแ‹ˆแŠ•แ‹ต แ‹จแ‰ แˆ‹แ‹ญแŠแ‰ต Gender_Misogynistic medium Amharic Women โ€”
Niitii sooressaa Gender_Misogynistic medium Oromo Women โ€”
แˆดแ‰ณแˆดแ‰ต Gender_Misogynistic medium Amharic Men โ€”
แ‹ซแˆจแŒ€แ‰ฝ Gender_Misogynistic medium Amharic Women โ€”
แŒˆแˆจแ‹ต Gender_Misogynistic medium Amharic Women โ€”
แŠ แˆฎแŒŠแ‰ต Gender_Misogynistic medium Amharic Women โ€”
Qoollifatamtuu Gender_Misogynistic medium Oromo Women โ€”
แˆซแ‰แ‰ต แˆดแ‰ถแ‰ฝ Gender_Misogynistic medium Amharic Women โ€”
แ‹ˆแŠ•แ‹ต แ‹จแˆ˜แˆฐแˆˆแ‰ฝ Gender_Misogynistic medium Amharic Women โ€”
แˆดแ‰ต แ‹ซแˆณแ‹ฐแŒˆแ‹ Gender_Misogynistic medium Amharic Men โ€”
แ‹ซแˆจแŒ€แˆฝ แŠแˆฝ Gender_Misogynistic medium Amharic Women โ€”
แŒ‹แˆˆแˆžแ‰ณ Gender_Misogynistic medium Amharic Women โ€”
แˆดแˆฐแŠ› Gender_Misogynistic medium Amharic Women โ€”
แŠ แ‰ฐแˆ›แˆฝ Gender_Misogynistic medium Amharic Women โ€”
แˆแ‰… Gender_Misogynistic medium Amharic Women โ€”
แ‹จแˆˆแ‰€แ‰€แ‰ฝ Gender_Misogynistic medium Amharic Women โ€”
แ‹จแŠ แ‹ดแ“ แŠ แˆ˜แˆซแˆฎแ‰ฝ แŠซแˆ‹แˆˆแ‰ แ‹จแŠ แˆ›แˆซ แˆ…แ‹แ‰ฅ แŠ แ‹ญแ‹ตแŠ•แˆ Political_Groups critical Amharic ADP โ€”
แ‰ฅแŠ แ‹ดแŠ• แ‹ญแ‹แ‹ฐแˆ Political_Groups critical Amharic ADP โ€”
Abiy ajjeesaadha Political_Groups critical Oromo Abiy Ahmed โ€”
junta Political_Groups high English TPLF โ€”
แŒแŠ•แ‰ณ Political_Groups high Amharic TPLF โ€”
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