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.

74334 Trigger Matches found in 32480 posts

Showing precomputed detections for 47936 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
แˆ•แ‹ˆแˆ“แ‰ต Political_Groups high Amharic TPLF โ€”
แ‹จแ‹ˆแ‹ซแŠ” แ‰ฐแˆ‹แˆ‹แŠช Political_Groups high Amharic TPLF โ€”
แˆธแŠ” Political_Groups high Amharic OLA โ€”
แˆแˆ‰แˆ แŠฆแˆฎแˆž แŠฆแŠแŒ แŠแ‹ Political_Groups high Amharic OLF โ€”
Faannoon ajjeesaadha Political_Groups high Oromo Fano โ€”
แ‰†แˆปแˆปแ‹‰ แ‰ฅแŠ แ‹ดแŠ• แ‹‹แŒ‹ แ‹ญแŠจแแˆแ‰ฃแ‰ณแˆแข Political_Groups high Amharic ADP โ€”
แ‰ แˆตแ‰ แˆฐ แŠ แ‹ดแ“ Political_Groups high Amharic ADP โ€”
แˆแˆณแˆ แˆ˜แŠจแˆ‹แŠจแ‹ซ Political_Groups high Amharic ENDF โ€”
Kaadiree qoonqoo Political_Groups high Oromo Cadre โ€”
แŠ แˆณแ‹ณแŒ… แ“แˆญแ‰ฒ Political_Groups high Amharic Government โ€”
แˆ›แแ‹ซ แ“แˆญแ‰ฒ Political_Groups high Amharic Government โ€”
แŠ แˆแ‰ฃแŒˆแŠแŠ• แˆ˜แŠ•แŒแˆตแ‰ต Political_Groups high Amharic Government โ€”
แŠจแ‹แ‹แ‹ญ แˆ˜แŠ•แŒแˆตแ‰ต Political_Groups high Amharic Government โ€”
แŠฅแ‰ฅแ‹ต แˆ˜แŠ•แŒแˆตแ‰ต Political_Groups high Amharic Government โ€”
Mootummaa harree Political_Groups high Oromo Government โ€”
Mootummaa ejjituu Political_Groups high Oromo Government โ€”
Mootummaa gantuu Political_Groups high Oromo Government โ€”
แŠ แ‰ฅแ‹ญ แˆŒแ‰ฃ แŠแ‹ Political_Groups high Amharic Abiy Ahmed โ€”
แ‹ณแ‹แŠ• แ‹ณแ‹แŠ• แ‹จแˆฝแˆแ‰…แˆ‹แ‹Žแ‰ฝ แ“แˆญแ‰ฒ แŠ แ‰ฅแŠ• Political_Groups high Amharic NAMA โ€”
แ‹จแŠ แˆ›แˆซ แŒ แˆ‹แ‰ต แŠ แ‰ฅแŠ•แŠ“ แ‰ฅแˆ„แˆญแ‰ฐแŠžแ‰ฝ Political_Groups high Amharic NAMA โ€”
แŒจแŠซแŠ แŒแŠ•แ‰ณ Political_Groups high Amharic TPLF โ€”
แŒแŠ•แ‰ณ แ‰กแ‹ตแŠ• Political_Groups high Amharic TPLF โ€”
แ‰ฅแˆ*แŒแŠ“แ‹Žแ‰ฝ Political_Groups high Amharic โ€” It is a derogatory political wordplay that twists the ruling party's name from "Prosperity" (แ‰ฅแˆแŒฝแŒแŠ“ / Prosperity) into "Vulgarity/Indecency" (แ‰ฅแˆแŒแŠ“), used as an insult to frame party members as immoral or corrupt.
oneg Political_Groups high English ONEG โ€”
แŠฆแŠแŒ Political_Groups high Amharic ONEG โ€”
adp Political_Groups low English ADP โ€”
แŠ แ‹ดแ“ Political_Groups low Amharic ADP โ€”
prosperity party Political_Groups low English Prosperity Party โ€”
แ‰ฅแˆแŒแŠ“ Political_Groups low Amharic Prosperity Party โ€”
แ‹แŠ– Political_Groups medium Amharic Fano โ€”
แŠ แ‰ฅแŠ• Political_Groups medium Amharic NAMA โ€”
แ‹จแˆ›แ‹ญแˆจแ‰ฃ แˆ˜แŠ•แŒแˆตแ‰ต Political_Groups medium Amharic Government โ€”
แŠ แˆƒแ‹ณแ‹Š Political_Groups medium Amharic Unitarian โ€”
แ‰„แˆฎ Political_Groups medium Amharic Qeerroo โ€”
แŠ แˆƒแ‹ณแ‹ŠแŠแ‰ต Political_Groups medium Amharic Unitarian โ€”
Sirna saba tokkichaa Political_Groups medium Oromo Unitarian โ€”
แ‹ฐแˆญแŒ Political_Groups medium Amharic Derg โ€”
แ‹แˆบแˆตแ‰ต แŠ แ‰ฅแ‹ญ แŠ แˆ…แˆ˜แ‹ต Political_Groups medium Amharic โ€” โ€”
former systems Political_Groups medium English Historical Systems โ€”
แŠซแ‹ตแˆฌ Political_Groups medium Amharic Cadre โ€”
แ‰ฅแˆแ…แŒแŠ“ แ‰ณแŒฅแ‰ฆ แŠจแŒญแ‰ƒ แŠแ‹ Political_Groups medium Amharic Prosperity Party โ€”
fano Political_Groups medium English Fano โ€”
แŠ แˆจแˆ˜แŠ”แ‹ซแ‹Š Religious_Cultural high Amharic Oromo (implied via OLF context) โ€”
แŒ…แˆ€แ‹ฒแˆตแ‰ต Religious_Cultural high Amharic Islam โ€”
แŠ แˆแˆธแ‰ฃแ‰ฅ Religious_Cultural high Amharic Al-Shabaab โ€”
แ‰ฆแŠฎ แˆ€แˆซแˆ Religious_Cultural high Amharic Boko Haram โ€”
แˆแˆ‹แˆป Religious_Cultural high Amharic Beta Israel โ€”
แˆ˜แŠ“แแ‰… Religious_Cultural high Amharic Protestant/Other โ€”
แˆ˜แŠ“แแ‰ƒแŠ• Religious_Cultural high Amharic Protestant/Other โ€”
แ‰ƒแŠแˆญ Religious_Cultural high Amharic Non-believers โ€”
sinful Religious_Cultural high English โ€” โ€”
แŒฃแŠฆแ‰ต แŠ แˆแˆ‹แŠช Religious_Cultural high Amharic Pagan โ€”
แ‰กแ‹ณ Religious_Cultural high Amharic โ€” โ€”
แ‹จแ‰กแ‹ณ แ‰ฃแˆ…แˆช Religious_Cultural high Amharic โ€” โ€”
แˆ˜แ‰ฐแ‰ณแˆ Religious_Cultural high Amharic โ€” โ€”
แŠขแˆ‰แˆšแŠ“แ‰ฒ Religious_Cultural high Amharic โ€” โ€”
แŒˆแˆ€แŠแˆ แŒแ‰ฃ Religious_Cultural high Amharic โ€” โ€”
แ‹จแŠฅแˆญแŒŽ แ‹แŠ•แ‰ฅ Religious_Cultural high Amharic Muslims โ€”
แˆแ‹ตแˆจ แŠฅแˆฌแ‰ปแˆ Religious_Cultural high Amharic Oromo/Irreecha โ€”
แ‹แˆฝแˆฒแ‹แˆ Religious_Cultural high Amharic โ€” โ€”
แ‹แˆฝแˆตแ‰ต Religious_Cultural high Amharic โ€” โ€”
Faashistii Religious_Cultural high Oromo โ€” โ€”
islam Religious_Cultural low English Islam โ€”
แ‰„แˆต Religious_Cultural low Amharic Orthodox โ€”
แŠญแˆญแˆตแ‰ฒแ‹ซแŠ• Religious_Cultural low Amharic Christian โ€”
christian Religious_Cultural low English Christian โ€”
แ‹จแˆดแˆซ แˆ€แˆณแ‰ฅ Religious_Cultural low Amharic โ€” โ€”
แˆดแˆซ Religious_Cultural low Amharic โ€” โ€”
แŠฅแˆฌแ‰ป Religious_Cultural low Amharic Oromo/Irreecha โ€”
แˆžแŒฃ Religious_Cultural low Amharic Muslims โ€”
Waaqeffataa Religious_Cultural low Oromo Waaqeffanna โ€”
แŒˆแˆ€แŠแˆ Religious_Cultural low Amharic โ€” โ€”
แŠฆแˆญแ‰ถแ‹ถแŠญแˆต Religious_Cultural low Amharic Orthodox โ€”
orthodox Religious_Cultural low English Orthodox โ€”
แŠฅแˆตแˆแˆแŠ“ Religious_Cultural low Amharic Islam โ€”
แŠข-แŠ แˆ›แŠ’ Religious_Cultural medium Amharic Atheist โ€”
แ‹‹แˆƒแ‰ขแ‹ญ Religious_Cultural medium Amharic Wahhabism โ€”
แŒ แŠ•แ‰‹แ‹ญ Religious_Cultural medium Amharic โ€” โ€”
Raajii sobaa Religious_Cultural medium Oromo โ€” โ€”
แŒ…แˆ€แ‹ต Religious_Cultural medium Amharic Islam โ€”
แŒฃแŠฆแ‰ต Religious_Cultural medium Amharic Pagan โ€”
แŠ แˆตแˆ›แ‰ฐแŠ› Religious_Cultural medium Amharic โ€” โ€”
แŒฝแŠ•แˆแŠ› Religious_Cultural medium Amharic โ€” โ€”
แŠ แŠญแˆซแˆช Religious_Cultural medium Amharic โ€” โ€”
แ‹ฐแ‰ฅแ‰ฐแˆซ Religious_Cultural medium Amharic Orthodox โ€”
แŠ แˆ…แ‹›แ‰ฅ Religious_Cultural medium Amharic Non-believers โ€”
แŠ แˆ…แ‰ฃแˆฝ Religious_Cultural medium Amharic Ahbash โ€”
แˆดแˆจแŠ› Religious_Cultural medium Amharic โ€” โ€”
แ‹จแ–แˆˆแ‰ฒแŠซ แˆดแˆซ Religious_Cultural medium Amharic โ€” โ€”
แŠขแˆตแˆ‹แˆšแˆตแ‰ต Religious_Cultural medium Amharic Islam โ€”
แŠฅแˆตแˆ‹แˆ›แ‹Š แˆ˜แŠ•แŒแˆตแ‰ต Religious_Cultural medium Amharic Islam โ€”
แ‰ฃแˆชแ‹ซ Socio_Economic_Caste high Amharic โ€” โ€”
Garee garbaa Socio_Economic_Caste high Oromo โ€” โ€”
แ‰‚แŒฅ แŠ แŒฃแ‰ข Socio_Economic_Caste high Amharic โ€” โ€”
แ‹แ‰‚ Socio_Economic_Caste high Amharic Faqi Caste โ€”
แ‹จแ‰ฃแˆชแ‹ซ แŠ แˆ˜แˆˆแŠซแŠจแ‰ต Socio_Economic_Caste high Amharic โ€” โ€”
แŠ แŒˆแˆแŒ‹แ‹ญ Socio_Economic_Caste low Amharic โ€” โ€”
แŠฎแ‰ฐแ‰ณแˆ Socio_Economic_Caste low Amharic โ€” โ€”
Kiraa sassaabduu Socio_Economic_Caste medium Oromo โ€” โ€”
Daakuu-galeessa Socio_Economic_Caste medium Oromo โ€” โ€”
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