Triple

T19254699
Position Surface form Disambiguated ID Type / Status
Subject Peter Anyang' Nyong'o E481483 entity
Predicate notableWork P4 FINISHED
Object Popular Struggles for Democracy in Africa
Popular Struggles for Democracy in Africa is a scholarly work analyzing the historical and contemporary movements for democratic governance across African countries.
E1366659 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Popular Struggles for Democracy in Africa | Statement: [Peter Anyang' Nyong'o, notableWork, Popular Struggles for Democracy in Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Popular Struggles for Democracy in Africa
Context triple: [Peter Anyang' Nyong'o, notableWork, Popular Struggles for Democracy in Africa]
  • A. Africa in Search of Democracy
    Africa in Search of Democracy is a political and philosophical work by Ghanaian scholar-statesman Kofi Abrefa Busia that examines the challenges and prospects of establishing democratic governance in African societies.
  • B. Democracy and Civil Society in Nigeria
    "Democracy and Civil Society in Nigeria" is a scholarly work by Kayode Fayemi that analyzes the role, challenges, and impact of civil society organizations in Nigeria’s democratic development and governance.
  • C. Social Origins of Dictatorship and Democracy
    Social Origins of Dictatorship and Democracy is a landmark comparative historical study that explains how different patterns of class relations and agrarian structures gave rise to democratic, fascist, or communist political regimes.
  • D. Nationalism and the Colonial Legacy in Africa
    Nationalism and the Colonial Legacy in Africa is a scholarly work that examines how anti-colonial nationalist movements and the structures left by European imperial rule have shaped Africa’s post-independence political, social, and economic trajectories.
  • E. Contemporary Democracies: Participation, Stability, and Violence
    Contemporary Democracies: Participation, Stability, and Violence is a comparative political science book that analyzes how different democratic institutions shape citizen participation, regime stability, and the incidence of political violence.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Popular Struggles for Democracy in Africa
Triple: [Peter Anyang' Nyong'o, notableWork, Popular Struggles for Democracy in Africa]
Generated description
Popular Struggles for Democracy in Africa is a scholarly work analyzing the historical and contemporary movements for democratic governance across African countries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Popular Struggles for Democracy in Africa
Target entity description: Popular Struggles for Democracy in Africa is a scholarly work analyzing the historical and contemporary movements for democratic governance across African countries.
  • A. Africa in Search of Democracy
    Africa in Search of Democracy is a political and philosophical work by Ghanaian scholar-statesman Kofi Abrefa Busia that examines the challenges and prospects of establishing democratic governance in African societies.
  • B. Democracy and Civil Society in Nigeria
    "Democracy and Civil Society in Nigeria" is a scholarly work by Kayode Fayemi that analyzes the role, challenges, and impact of civil society organizations in Nigeria’s democratic development and governance.
  • C. Social Origins of Dictatorship and Democracy
    Social Origins of Dictatorship and Democracy is a landmark comparative historical study that explains how different patterns of class relations and agrarian structures gave rise to democratic, fascist, or communist political regimes.
  • D. Nationalism and the Colonial Legacy in Africa
    Nationalism and the Colonial Legacy in Africa is a scholarly work that examines how anti-colonial nationalist movements and the structures left by European imperial rule have shaped Africa’s post-independence political, social, and economic trajectories.
  • E. Contemporary Democracies: Participation, Stability, and Violence
    Contemporary Democracies: Participation, Stability, and Violence is a comparative political science book that analyzes how different democratic institutions shape citizen participation, regime stability, and the incidence of political violence.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d8e8cd9d1081908a181d02b88b59b8 completed April 10, 2026, 12:10 p.m.
NER Named-entity recognition batch_69e5fb3459d08190a7c28ed3f8c82a97 completed April 20, 2026, 10:08 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0705e746688190888834aa0206ac07 completed May 15, 2026, 11:39 a.m.
NEDg Description generation batch_6a0706d7c63c8190a7114937af40b294 completed May 15, 2026, 11:43 a.m.
NED2 Entity disambiguation (via description) batch_6a070763ca5c81908afa73b30645223a completed May 15, 2026, 11:45 a.m.
Created at: April 10, 2026, 1:28 p.m.