Triple

T4295042
Position Surface form Disambiguated ID Type / Status
Subject Ibn Khaldun E99689 entity
Predicate knownFor P22 FINISHED
Object Muqaddimah as a prolegomenon to history
Muqaddimah as a prolegomenon to history is Ibn Khaldun’s pioneering 14th-century introduction to his universal history, renowned as a foundational work in historiography and the philosophy and sociology of history.
E428405 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: Muqaddimah as a prolegomenon to history | Statement: [Ibn Khaldun, knownFor, Muqaddimah as a prolegomenon to history]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Muqaddimah as a prolegomenon to history
Context triple: [Ibn Khaldun, knownFor, Muqaddimah as a prolegomenon to history]
  • A. The Origin and Goal of History
    The Origin and Goal of History is a philosophical work by Karl Jaspers that explores the meaning, structure, and spiritual dimensions of human history, introducing his influential concept of the "Axial Age."
  • B. Lectures on the Philosophy of History
    Lectures on the Philosophy of History is a posthumously published collection of G. W. F. Hegel’s university lectures that presents his influential view of world history as a rational process expressing the development of human freedom.
  • C. On the Role of the Individual in History
    "On the Role of the Individual in History" is a Marxist theoretical essay by Georgi Plekhanov that analyzes how personal agency and great individuals interact with broader social and economic forces in shaping historical development.
  • D. The Development of the Monist View of History
    The Development of the Monist View of History is a foundational Marxist philosophical work by Georgi Plekhanov that systematically expounds and defends historical materialism as a coherent, monist theory of history.
  • E. Introduction to the Philosophy of History
    Introduction to the Philosophy of History is a seminal work by Raymond Aron that examines the nature, methods, and limits of historical knowledge and understanding.
  • 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: Muqaddimah as a prolegomenon to history
Triple: [Ibn Khaldun, knownFor, Muqaddimah as a prolegomenon to history]
Generated description
Muqaddimah as a prolegomenon to history is Ibn Khaldun’s pioneering 14th-century introduction to his universal history, renowned as a foundational work in historiography and the philosophy and sociology of history.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Muqaddimah as a prolegomenon to history
Target entity description: Muqaddimah as a prolegomenon to history is Ibn Khaldun’s pioneering 14th-century introduction to his universal history, renowned as a foundational work in historiography and the philosophy and sociology of history.
  • A. The Origin and Goal of History
    The Origin and Goal of History is a philosophical work by Karl Jaspers that explores the meaning, structure, and spiritual dimensions of human history, introducing his influential concept of the "Axial Age."
  • B. Lectures on the Philosophy of History
    Lectures on the Philosophy of History is a posthumously published collection of G. W. F. Hegel’s university lectures that presents his influential view of world history as a rational process expressing the development of human freedom.
  • C. On the Role of the Individual in History
    "On the Role of the Individual in History" is a Marxist theoretical essay by Georgi Plekhanov that analyzes how personal agency and great individuals interact with broader social and economic forces in shaping historical development.
  • D. The Development of the Monist View of History
    The Development of the Monist View of History is a foundational Marxist philosophical work by Georgi Plekhanov that systematically expounds and defends historical materialism as a coherent, monist theory of history.
  • E. Introduction to the Philosophy of History
    Introduction to the Philosophy of History is a seminal work by Raymond Aron that examines the nature, methods, and limits of historical knowledge and understanding.
  • 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.