Triple

T19118777
Position Surface form Disambiguated ID Type / Status
Subject W. Edwards Deming E467979 entity
Predicate notableWork P4 FINISHED
Object Out of the Crisis
Out of the Crisis is a seminal management book by W. Edwards Deming that outlines his philosophy of quality, statistical process control, and systemic thinking to transform organizational performance.
E1359290 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: Out of the Crisis | Statement: [W. Edwards Deming, notableWork, Out of the Crisis]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Out of the Crisis
Context triple: [W. Edwards Deming, notableWork, Out of the Crisis]
  • A. The Time for Decision
    The Time for Decision is a 1944 political and diplomatic analysis book by former U.S. Undersecretary of State Sumner Welles, arguing for a post–World War II international order based on collective security and cooperation.
  • B. Six Crises
    Six Crises is a political memoir by Richard Nixon in which he recounts and analyzes six major challenges from his early political career.
  • C. The Crisis of the Old Order
    The Crisis of the Old Order is a historical study by Arthur Schlesinger Jr. analyzing the political, social, and economic forces that led to the collapse of the pre–New Deal system in the United States.
  • D. A World Transformed
    A World Transformed is a political memoir and foreign policy analysis co-written by former U.S. National Security Advisor Brent Scowcroft that examines major global events at the end of the Cold War and during the Gulf War.
  • E. Mankind at the Turning Point
    Mankind at the Turning Point is a 1974 report to the Club of Rome that analyzes global crises through systems modeling and advocates for a balanced, sustainable world development strategy.
  • 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: Out of the Crisis
Triple: [W. Edwards Deming, notableWork, Out of the Crisis]
Generated description
Out of the Crisis is a seminal management book by W. Edwards Deming that outlines his philosophy of quality, statistical process control, and systemic thinking to transform organizational performance.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Out of the Crisis
Target entity description: Out of the Crisis is a seminal management book by W. Edwards Deming that outlines his philosophy of quality, statistical process control, and systemic thinking to transform organizational performance.
  • A. The Time for Decision
    The Time for Decision is a 1944 political and diplomatic analysis book by former U.S. Undersecretary of State Sumner Welles, arguing for a post–World War II international order based on collective security and cooperation.
  • B. Six Crises
    Six Crises is a political memoir by Richard Nixon in which he recounts and analyzes six major challenges from his early political career.
  • C. The Crisis of the Old Order
    The Crisis of the Old Order is a historical study by Arthur Schlesinger Jr. analyzing the political, social, and economic forces that led to the collapse of the pre–New Deal system in the United States.
  • D. A World Transformed
    A World Transformed is a political memoir and foreign policy analysis co-written by former U.S. National Security Advisor Brent Scowcroft that examines major global events at the end of the Cold War and during the Gulf War.
  • E. Mankind at the Turning Point
    Mankind at the Turning Point is a 1974 report to the Club of Rome that analyzes global crises through systems modeling and advocates for a balanced, sustainable world development strategy.
  • 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_69d8dd06a26481908039e2a1bae8c597 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5e3c756a88190942930e6ae7242a7 completed April 20, 2026, 8:28 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05e671f2988190a74d53989124026b completed May 14, 2026, 3:12 p.m.
NEDg Description generation batch_6a05e9406ba48190a50f4ea6b413e1f4 completed May 14, 2026, 3:24 p.m.
NED2 Entity disambiguation (via description) batch_6a05e9c0d35081909b6ce3c287af5d5f completed May 14, 2026, 3:26 p.m.
Created at: April 10, 2026, 12:05 p.m.