Triple

T792400
Position Surface form Disambiguated ID Type / Status
Subject Melville J. Herskovits E16942 entity
Predicate notableWork P4 FINISHED
Object The Human Factor in Changing Africa
The Human Factor in Changing Africa is a seminal anthropological study by Melville J. Herskovits that examines the role of culture and human agency in Africa’s social and economic transformation.
E94094 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: The Human Factor in Changing Africa | Statement: [Melville J. Herskovits, notableWork, The Human Factor in Changing Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Human Factor in Changing Africa
Context triple: [Melville J. Herskovits, notableWork, The Human Factor in Changing Africa]
  • A. Reforming the Unreformable: Lessons from Nigeria
    "Reforming the Unreformable: Lessons from Nigeria" is a policy-focused book by economist and former Nigerian finance minister Ngozi Okonjo-Iweala that chronicles Nigeria’s economic reform efforts and draws broader lessons for governance and development.
  • B. Thoughts on African Colonization
    "Thoughts on African Colonization" is an 1832 anti-colonization pamphlet by abolitionist William Lloyd Garrison that forcefully critiques the American Colonization Society and argues for immediate emancipation and equal rights for Black Americans in the United States.
  • C. Alliance for a Green Revolution in Africa
    The Alliance for a Green Revolution in Africa is a nonprofit initiative focused on boosting agricultural productivity, food security, and smallholder farmer incomes across Africa through improved seeds, farming practices, and market access.
  • D. The Chimpanzees of Gombe: Patterns of Behavior
    The Chimpanzees of Gombe: Patterns of Behavior is Jane Goodall’s landmark scientific monograph that comprehensively documents the social lives, behaviors, and ecology of wild chimpanzees in Tanzania’s Gombe Stream National Park.
  • E. Infections and Inequalities
    "Infections and Inequalities" is a seminal book by physician-anthropologist Paul Farmer that examines how poverty, social injustice, and global power imbalances shape the distribution and treatment of infectious diseases.
  • 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: The Human Factor in Changing Africa
Triple: [Melville J. Herskovits, notableWork, The Human Factor in Changing Africa]
Generated description
The Human Factor in Changing Africa is a seminal anthropological study by Melville J. Herskovits that examines the role of culture and human agency in Africa’s social and economic transformation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Human Factor in Changing Africa
Target entity description: The Human Factor in Changing Africa is a seminal anthropological study by Melville J. Herskovits that examines the role of culture and human agency in Africa’s social and economic transformation.
  • A. Reforming the Unreformable: Lessons from Nigeria
    "Reforming the Unreformable: Lessons from Nigeria" is a policy-focused book by economist and former Nigerian finance minister Ngozi Okonjo-Iweala that chronicles Nigeria’s economic reform efforts and draws broader lessons for governance and development.
  • B. Thoughts on African Colonization
    "Thoughts on African Colonization" is an 1832 anti-colonization pamphlet by abolitionist William Lloyd Garrison that forcefully critiques the American Colonization Society and argues for immediate emancipation and equal rights for Black Americans in the United States.
  • C. Alliance for a Green Revolution in Africa
    The Alliance for a Green Revolution in Africa is a nonprofit initiative focused on boosting agricultural productivity, food security, and smallholder farmer incomes across Africa through improved seeds, farming practices, and market access.
  • D. The Chimpanzees of Gombe: Patterns of Behavior
    The Chimpanzees of Gombe: Patterns of Behavior is Jane Goodall’s landmark scientific monograph that comprehensively documents the social lives, behaviors, and ecology of wild chimpanzees in Tanzania’s Gombe Stream National Park.
  • E. Infections and Inequalities
    "Infections and Inequalities" is a seminal book by physician-anthropologist Paul Farmer that examines how poverty, social injustice, and global power imbalances shape the distribution and treatment of infectious diseases.
  • 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_69a4936cb7448190914f5fe4b8d81607 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a798c7608190b9c79c52a1fe0859 completed March 1, 2026, 8:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69a67880f9608190b0676eb47ea99ca1 completed March 3, 2026, 5:58 a.m.
NEDg Description generation batch_69a678f962c881909884c2af15f41d65 completed March 3, 2026, 6 a.m.
NED2 Entity disambiguation (via description) batch_69a67953f2bc8190bbbf8d4ae9c2c3bc completed March 3, 2026, 6:01 a.m.
Created at: March 1, 2026, 7:38 p.m.