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.