Triple

T4295040
Position Surface form Disambiguated ID Type / Status
Subject Ibn Khaldun E99689 entity
Predicate knownFor P22 FINISHED
Object theory of asabiyyah
The theory of asabiyyah is Ibn Khaldun’s concept of social cohesion and group solidarity that explains the rise and fall of dynasties and civilizations.
E428404 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: theory of asabiyyah | Statement: [Ibn Khaldun, knownFor, theory of asabiyyah]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: theory of asabiyyah
Context triple: [Ibn Khaldun, knownFor, theory of asabiyyah]
  • A. Mutual Aid: A Factor of Evolution
    Mutual Aid: A Factor of Evolution is Peter Kropotkin’s influential work arguing that cooperation and mutual support are key drivers of evolution and social organization, challenging the notion that competition alone shapes species.
  • B. The Mind and Society
    The Mind and Society is Vilfredo Pareto’s major sociological work that applies his theory of elites and non-logical actions to analyze the structure and dynamics of social systems.
  • C. The Complexity of Cooperation
    The Complexity of Cooperation is a scholarly work by Avi Wigderson that explores how ideas from computational complexity theory illuminate strategic behavior, game theory, and cooperative problem-solving.
  • D. Sociobiology: The New Synthesis
    Sociobiology: The New Synthesis is a landmark 1975 book by biologist Edward O. Wilson that founded the modern field of sociobiology by applying evolutionary theory to the study of social behavior in animals and humans.
  • E. Kawaida Theory: An Introductory Outline
    Kawaida Theory: An Introductory Outline is a foundational work by Maulana Karenga that systematically presents his African-centered philosophical framework of Kawaida, which underlies the creation of Kwanzaa and emphasizes cultural nationalism, ethics, and social change.
  • 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: theory of asabiyyah
Triple: [Ibn Khaldun, knownFor, theory of asabiyyah]
Generated description
The theory of asabiyyah is Ibn Khaldun’s concept of social cohesion and group solidarity that explains the rise and fall of dynasties and civilizations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: theory of asabiyyah
Target entity description: The theory of asabiyyah is Ibn Khaldun’s concept of social cohesion and group solidarity that explains the rise and fall of dynasties and civilizations.
  • A. Mutual Aid: A Factor of Evolution
    Mutual Aid: A Factor of Evolution is Peter Kropotkin’s influential work arguing that cooperation and mutual support are key drivers of evolution and social organization, challenging the notion that competition alone shapes species.
  • B. The Mind and Society
    The Mind and Society is Vilfredo Pareto’s major sociological work that applies his theory of elites and non-logical actions to analyze the structure and dynamics of social systems.
  • C. The Complexity of Cooperation
    The Complexity of Cooperation is a scholarly work by Avi Wigderson that explores how ideas from computational complexity theory illuminate strategic behavior, game theory, and cooperative problem-solving.
  • D. Sociobiology: The New Synthesis
    Sociobiology: The New Synthesis is a landmark 1975 book by biologist Edward O. Wilson that founded the modern field of sociobiology by applying evolutionary theory to the study of social behavior in animals and humans.
  • E. Kawaida Theory: An Introductory Outline
    Kawaida Theory: An Introductory Outline is a foundational work by Maulana Karenga that systematically presents his African-centered philosophical framework of Kawaida, which underlies the creation of Kwanzaa and emphasizes cultural nationalism, ethics, and social change.
  • 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_69b3455175088190aa79c6e03b86647e completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b35085b864819086cf726285384566 completed March 12, 2026, 11:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5c740c4a081909a63fb957f2926ae completed March 14, 2026, 8:38 p.m.
NEDg Description generation batch_69b5c7d04508819087b14c5c86f1e015 completed March 14, 2026, 8:40 p.m.
NED2 Entity disambiguation (via description) batch_69b5c84ccea08190a8e7e8fa93934ea2 completed March 14, 2026, 8:42 p.m.
Created at: March 12, 2026, 11:08 p.m.