Triple

T11993127
Position Surface form Disambiguated ID Type / Status
Subject Frederick Winslow Taylor E285461 entity
Predicate notableWork P4 FINISHED
Object Shop Management
Shop Management is a foundational early 20th-century work on scientific management that outlines systematic methods for improving efficiency and productivity in industrial workplaces.
 E958608 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: Shop Management | Statement: [Frederick Winslow Taylor, notableWork, Shop Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Shop Management
Context triple: [Frederick Winslow Taylor, notableWork, Shop Management]
  • A. TradePlus
    TradePlus is the original name of the online brokerage firm that later became known as E-Trade.
  • B. Shopwise
    Shopwise is a Philippine supermarket and hypermarket chain known for offering a wide range of groceries and household goods at value-oriented prices.
  • C. Company Shops
    Company Shops was the original name of the railroad-centered settlement that later became the city of Burlington, North Carolina.
  • D. ShopVille
    ShopVille is an underground shopping and dining complex integrated into Zurich’s main railway station, offering a wide range of retail stores and services for commuters and visitors.
  • E. FoodMaxx
    FoodMaxx is a U.S. discount supermarket chain known for its warehouse-style, low-price grocery stores.
  • 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: Shop Management
Triple: [Frederick Winslow Taylor, notableWork, Shop Management]
Generated description
Shop Management is a foundational early 20th-century work on scientific management that outlines systematic methods for improving efficiency and productivity in industrial workplaces.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Shop Management
Target entity description: Shop Management is a foundational early 20th-century work on scientific management that outlines systematic methods for improving efficiency and productivity in industrial workplaces.
  • A. TradePlus
    TradePlus is the original name of the online brokerage firm that later became known as E-Trade.
  • B. Shopwise
    Shopwise is a Philippine supermarket and hypermarket chain known for offering a wide range of groceries and household goods at value-oriented prices.
  • C. Company Shops
    Company Shops was the original name of the railroad-centered settlement that later became the city of Burlington, North Carolina.
  • D. ShopVille
    ShopVille is an underground shopping and dining complex integrated into Zurich’s main railway station, offering a wide range of retail stores and services for commuters and visitors.
  • E. FoodMaxx
    FoodMaxx is a U.S. discount supermarket chain known for its warehouse-style, low-price grocery stores.
  • 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_69d6ab44a77c8190a652f4b27164e4ef completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903b11ac481909866b611380792e7 completed April 10, 2026, 2:05 p.m.
NED1 Entity disambiguation (via context triple) batch_69f4726696dc8190bf2a7aa43cb08b19 completed May 1, 2026, 9:29 a.m.
NEDg Description generation batch_69f47b7d4ef081908f7f87d90c00d9ed completed May 1, 2026, 10:07 a.m.
NED2 Entity disambiguation (via description) batch_69f47de8c9e48190af01918c9cd94c7d completed May 1, 2026, 10:18 a.m.
Created at: April 8, 2026, 9:46 p.m.