ADDO
Dataset-driven triggers Lexicon mgmt
πŸ‡ͺπŸ‡Ή Ethiopia Election Monitoring Dashboard
Dataset-driven triggers β€’ Amharic support β€’ Lexicon management

πŸ“Š Executive Dashboard

Real-time election integrity monitoring analytics

βš™οΈ Lexicon Management

How We Identify Weaponized Language

πŸ“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.

πŸ€–

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.

🎯

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):

πŸ”΄ Violence πŸ”΄ Inciteful πŸ”΄ Call for Action πŸ”΄ Dehumanization 🟠 Extremism 🟠 Ethnic Slur 🟠 Misogynistic Slur 🟑 Derogatory 🟑 Inflammatory 🟑 Gender Disinformation 🟑 Stereotype πŸ”΅ Ethnicity πŸ”΅ Xenophobia πŸ”΅ Religion πŸ”΅ Homophobic βšͺ Ancestry Class βšͺ Structural βšͺ Neutral

πŸ”¬ 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.

πŸ” Real-Time Trigger Detection

βž• Add New Term

Optional but recommended. Helps analysts understand the context and severity of the term.

74247 Trigger Matches found in 32440 posts

Showing precomputed detections for 47865 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
Dishwasher Socio_Economic_Caste medium English β€” β€”
Daara-degaa Socio_Economic_Caste medium Oromo β€” β€”
αˆ˜αŠ•αŒ‹ Socio_Economic_Caste medium Amharic β€” β€”
α‹¨αˆ˜αŠ•αŒ‹ መαˆͺ Socio_Economic_Caste medium Amharic β€” β€”
Sirna dhalbeettii Socio_Economic_Caste medium Oromo β€” β€”
አሽከር Socio_Economic_Caste medium Amharic β€” β€”
Yartuu Socio_Economic_Caste medium Oromo β€” β€”
beggar Socio_Economic_Caste medium English β€” β€”
αˆˆαˆαŠ“αŠ Socio_Economic_Caste medium Amharic β€” β€”
αˆ¨αˆ€α‰₯α‰°αŠ› Socio_Economic_Caste medium Amharic β€” β€”
α‰αˆ«αŒ­ αˆαˆ‹αŒŠ Socio_Economic_Caste medium Amharic β€” β€”
α‹°αˆ­α‰‘αˆ½ Socio_Economic_Caste medium Amharic β€” β€”
son of askari Socio_Economic_Caste medium English β€” β€”
Ajjeefamuu qaba Violence_Incitement critical Oromo β€” β€”
αˆ€αŒˆαˆ­ α‰΅ααˆ¨αˆ΅ Violence_Incitement critical Amharic β€” β€”
αŒα‹°αˆ Violence_Incitement critical Amharic β€” β€”
αŒα‹°αˆ‰ Violence_Incitement critical Amharic β€” β€”
α‹­αŒˆα‹°αˆ Violence_Incitement critical Amharic β€” β€”
α‹­αŒα‹°αˆ‰ Violence_Incitement critical Amharic β€” β€”
Isaan ajjeesi Violence_Incitement critical Oromo β€” β€”
አαŒ₯ፋ Violence_Incitement critical Amharic β€” β€”
አαŒ₯ፋቸው Violence_Incitement critical Amharic β€” β€”
αŠ₯αŠ“αŒ₯ፋቸው Violence_Incitement critical Amharic β€” β€”
αŠ αˆ³α‹Ά αˆ›αŒ₯ፋቡ Violence_Incitement critical Amharic β€” β€”
Isaan balleessi Violence_Incitement critical Oromo β€” β€”
αˆ›αŒ₯ፋቡ Violence_Incitement critical Amharic β€” β€”
αˆ›αŒ₯ቃቡ ይቀαŒ₯ል Violence_Incitement critical Amharic β€” β€”
α‹˜αˆ­ αˆ›αŒ₯ፋቡ Violence_Incitement critical Amharic β€” β€”
α‹¨α‹˜αˆ­ αˆ›αŒ₯ፋቡ Violence_Incitement critical Amharic β€” β€”
Genocider Violence_Incitement critical English β€” β€”
massacre Violence_Incitement critical English β€” β€”
Fixiinsa jumlaa Violence_Incitement critical Oromo β€” β€”
α‹­α‹ˆαŒˆα‹± Violence_Incitement critical Amharic β€” β€”
αˆαˆ‰αˆ α‹­α‹ˆαŒˆα‹± Violence_Incitement critical Amharic β€” β€”
αˆαˆ‰αˆ α‹­αˆαŠ“α‰€αˆ‰ Violence_Incitement critical Amharic β€” β€”
α‰ α‰…αˆ­α‰‘ α‰³αˆα‰ƒαˆ‹α‰½αˆ Violence_Incitement critical Amharic β€” β€”
Tigrayaan ajjeesuu dha Violence_Incitement critical Oromo Tigrayan β€”
Death to "Weyane" (TPLF) Violence_Incitement critical English TPLF β€”
Haa du'an Violence_Incitement critical Oromo β€” β€”
Haa gubatu Violence_Incitement critical Oromo β€” β€”
α‹­α‰³αˆ¨α‹΅ Violence_Incitement critical Amharic β€” β€”
α‰ αˆœαŠ•αŒ« α‰αˆ¨αŒ₯ Violence_Incitement critical Amharic β€” β€”
αŠ₯α‹°ααˆ­αˆ»αˆˆαˆ Violence_Incitement critical Amharic β€” β€”
αˆ˜α‰…α‰ αˆ­ Violence_Incitement critical Amharic β€” β€”
αŠ α‰ αˆ‹αˆ»αˆ»αˆˆαˆ Violence_Incitement critical Amharic β€” β€”
αŠ αˆ²α‹΅ αŠ₯αŠ•α‹³αˆα‹°α‹α‰₯ሽ Violence_Incitement critical Amharic β€” β€”
αŒα‹΅α‹« Violence_Incitement critical Amharic β€” β€”
Fight with sticks and bayonets Violence_Incitement critical English β€” β€”
destroy Violence_Incitement critical English β€” β€”
አαŒ₯ Violence_Incitement critical Amharic β€” β€”
kill them Violence_Incitement critical English β€” β€”
αŒαˆ‰ Violence_Incitement critical Amharic β€” β€”
kill Violence_Incitement critical English β€” β€”
ግል Violence_Incitement critical Amharic β€” β€”
Waraani Violence_Incitement high Oromo β€” β€”
α‰°αŒ‹α‹°αˆ Violence_Incitement high Amharic β€” β€”
α‰°α‹‹αŒ‹ Violence_Incitement high Amharic β€” β€”
Awwaala gadi buusuu Violence_Incitement high Oromo β€” β€”
Dhiig-dhangalaasaa Violence_Incitement high Oromo β€” β€”
Dhiiga dhangalaasuu Violence_Incitement high Oromo β€” β€”
Waraanuu Violence_Incitement high Oromo β€” β€”
Farra Amaaraa Violence_Incitement high Oromo Amhara β€”
Oromoon ni jibba Violence_Incitement high Oromo Oromo β€”
α‹­α‰£αˆ¨αˆ© Violence_Incitement high Amharic β€” β€”
Isaan ari'i Violence_Incitement high Oromo β€” β€”
αŠ•α‰₯αˆ¨α‰΅ αˆ›αŒ₯ፋቡ Violence_Incitement high Amharic β€” β€”
αŠ₯ርሡ α‰ αŠ₯ርሡ αˆ˜αŒ‹α‹°αˆ Violence_Incitement high Amharic β€” β€”
Grab your stick Violence_Incitement high English β€” β€”
Let the struggle intensify Violence_Incitement high English β€” β€”
Foxxoqxuu Violence_Incitement high Oromo β€” β€”
Foxxoqsituu Violence_Incitement high Oromo β€” β€”
Dhiibbattuu Violence_Incitement high Oromo β€” β€”
attack Violence_Incitement high English β€” β€”
αŠ₯αˆ­α‹΅ Violence_Incitement high Amharic β€” β€”
Otoo duute siif wayya Violence_Incitement high Oromo β€” β€”
αŒ₯ቃቡ Violence_Incitement high Amharic β€” β€”
war Violence_Incitement high English β€” β€”
αŒ¦αˆ­αŠα‰΅ Violence_Incitement high Amharic β€” β€”
Madduu Violence_Incitement high Oromo β€” β€”
Buttuu/Haqaaqxuu Violence_Incitement high Oromo β€” β€”
Bittiinteen haa baatu Violence_Incitement high Oromo β€” β€”
Gidirsaa Violence_Incitement high Oromo β€” β€”
Nu ajjeesaa nu fixaa Violence_Incitement high Oromo β€” β€”
Mimmilki Violence_Incitement high Oromo β€” β€”
αˆŠαŠ•α‰½ α‹­α‹°αˆ¨αŒ Violence_Incitement high Amharic β€” β€”
αŠ₯αˆ­αˆαŒƒ α‹­α‹ˆαˆ°α‹΅ Violence_Incitement high Amharic β€” β€”
αŠ αˆ›α‚ Violence_Incitement medium Amharic β€” β€”
threat Violence_Incitement medium English β€” β€”
Saamicha Violence_Incitement medium Oromo β€” β€”
αˆ΅αŒ‹α‰΅ Violence_Incitement medium Amharic β€” β€”
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