Triple

T20233793
Position Surface form Disambiguated ID Type / Status
Subject Seebohm Rowntree E495596 entity
Predicate notableWork P4 FINISHED
Object The Human Factor in Business
The Human Factor in Business is a seminal early 20th-century study by Seebohm Rowntree that examines workers’ welfare, industrial efficiency, and the social responsibilities of employers.
E1418786 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 Business | Statement: [Seebohm Rowntree, notableWork, The Human Factor in Business]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Human Factor in Business
Context triple: [Seebohm Rowntree, notableWork, The Human Factor in Business]
  • A. The Human Equation: Building Profits by Putting People First
    "The Human Equation: Building Profits by Putting People First" is a management book by Jeffrey Pfeffer that argues companies achieve superior performance and profitability by investing in and prioritizing their employees.
  • B. Center for Effective Organizations
    The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
  • C. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • D. The Practice of Management
    The Practice of Management is a seminal 1954 book by Peter F. Drucker that laid the foundations of modern management theory and popularized concepts such as decentralized decision-making and results-focused leadership.
  • E. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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 Business
Triple: [Seebohm Rowntree, notableWork, The Human Factor in Business]
Generated description
The Human Factor in Business is a seminal early 20th-century study by Seebohm Rowntree that examines workers’ welfare, industrial efficiency, and the social responsibilities of employers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Human Factor in Business
Target entity description: The Human Factor in Business is a seminal early 20th-century study by Seebohm Rowntree that examines workers’ welfare, industrial efficiency, and the social responsibilities of employers.
  • A. The Human Equation: Building Profits by Putting People First
    "The Human Equation: Building Profits by Putting People First" is a management book by Jeffrey Pfeffer that argues companies achieve superior performance and profitability by investing in and prioritizing their employees.
  • B. Center for Effective Organizations
    The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
  • C. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • D. The Practice of Management
    The Practice of Management is a seminal 1954 book by Peter F. Drucker that laid the foundations of modern management theory and popularized concepts such as decentralized decision-making and results-focused leadership.
  • E. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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_69da626cff80819097b530718a7c98b6 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e67167fae88190a26ff10d698174f8 completed April 20, 2026, 6:33 p.m.
NED1 Entity disambiguation (via context triple) batch_6a084b8e73908190a0c09697d6dc1c76 completed May 16, 2026, 10:48 a.m.
NEDg Description generation batch_6a084c041b5c8190881a6d08c4afe42f completed May 16, 2026, 10:50 a.m.
NED2 Entity disambiguation (via description) batch_6a084c7dee808190a0883f7f0c7873a9 completed May 16, 2026, 10:52 a.m.
Created at: April 11, 2026, 11:40 p.m.