Triple

T3952577
Position Surface form Disambiguated ID Type / Status
Subject 1867 Exposition Universelle E84898 entity
Predicate architect P184 FINISHED
Object Frédéric Le Play
Frédéric Le Play was a 19th-century French engineer, sociologist, and social reformer known for his pioneering empirical studies of working-class family budgets and his influence on social science and public policy in France.
E402553 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: Frédéric Le Play | Statement: [1867 Exposition Universelle, architect, Frédéric Le Play]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Frédéric Le Play
Context triple: [1867 Exposition Universelle, architect, Frédéric Le Play]
  • A. Henri de Saint-Simon
    Henri de Saint-Simon was a pioneering French social theorist whose early socialist and positivist ideas helped lay the groundwork for modern sociology and influenced thinkers like Auguste Comte.
  • B. Gabriel Tarde
    Gabriel Tarde was a French sociologist, criminologist, and social theorist known for his work on imitation, innovation, and the micro-dynamics of social interaction.
  • C. Marcel Mauss
    Marcel Mauss was a pioneering French sociologist and anthropologist best known for his seminal work on gift exchange and social reciprocity, which profoundly shaped structuralist and modern social theory.
  • D. Hippolyte Taine
    Hippolyte Taine was a 19th-century French philosopher, historian, and literary critic known for his deterministic approach to history and literature, emphasizing the roles of race, milieu, and moment in shaping human behavior and culture.
  • E. Émile Durkheim
    Émile Durkheim was a pioneering French sociologist whose work on social cohesion, religion, and collective consciousness helped establish sociology as a distinct academic discipline.
  • 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: Frédéric Le Play
Triple: [1867 Exposition Universelle, architect, Frédéric Le Play]
Generated description
Frédéric Le Play was a 19th-century French engineer, sociologist, and social reformer known for his pioneering empirical studies of working-class family budgets and his influence on social science and public policy in France.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Frédéric Le Play
Target entity description: Frédéric Le Play was a 19th-century French engineer, sociologist, and social reformer known for his pioneering empirical studies of working-class family budgets and his influence on social science and public policy in France.
  • A. Henri de Saint-Simon
    Henri de Saint-Simon was a pioneering French social theorist whose early socialist and positivist ideas helped lay the groundwork for modern sociology and influenced thinkers like Auguste Comte.
  • B. Gabriel Tarde
    Gabriel Tarde was a French sociologist, criminologist, and social theorist known for his work on imitation, innovation, and the micro-dynamics of social interaction.
  • C. Marcel Mauss
    Marcel Mauss was a pioneering French sociologist and anthropologist best known for his seminal work on gift exchange and social reciprocity, which profoundly shaped structuralist and modern social theory.
  • D. Hippolyte Taine
    Hippolyte Taine was a 19th-century French philosopher, historian, and literary critic known for his deterministic approach to history and literature, emphasizing the roles of race, milieu, and moment in shaping human behavior and culture.
  • E. Émile Durkheim
    Émile Durkheim was a pioneering French sociologist whose work on social cohesion, religion, and collective consciousness helped establish sociology as a distinct academic discipline.
  • 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_69aed934fbfc8190847068e4546de963 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aef939d1308190930dc2c8272eafa4 completed March 9, 2026, 4:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b533a80d4c8190bb1aac1b2900d9a8 completed March 14, 2026, 10:08 a.m.
NEDg Description generation batch_69b5341fb74081909a33753e5fdd5c32 completed March 14, 2026, 10:10 a.m.
NED2 Entity disambiguation (via description) batch_69b534d279548190bee44aea7828ed3b completed March 14, 2026, 10:13 a.m.
Created at: March 9, 2026, 3:30 p.m.