Triple

T12694206
Position Surface form Disambiguated ID Type / Status
Subject George Stigler E303285 entity
Predicate doctoralStudent P167 FINISHED
Object Reuben Kessel
Reuben Kessel was an economist known for his work in industrial organization and regulation, and for being a doctoral student of Nobel laureate George Stigler.
E998222 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: Reuben Kessel | Statement: [George Stigler, doctoralStudent, Reuben Kessel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Reuben Kessel
Context triple: [George Stigler, doctoralStudent, Reuben Kessel]
  • A. Reuben Hahn
    Reuben Hahn is an individual notable enough to be recognized as a namesake of the surname Hahn.
  • B. Benjamin Stoloff
    Benjamin Stoloff was an American film director active during the early to mid-20th century, known for his work on comedies and genre films in Hollywood.
  • C. Reuben Kemper
    Reuben Kemper was an early 19th-century American frontier figure and filibuster known for his involvement in rebellious activities along the Gulf Coast, particularly in the West Florida region.
  • D. Orr Dunkelman
    Orr Dunkelman is an Israeli cryptographer and computer scientist known for his contributions to symmetric-key cryptanalysis and the design and analysis of cryptographic algorithms.
  • E. Eddie Tabash
    Eddie Tabash is an American atheist lawyer and civil liberties advocate known for his public debates defending secularism and challenging theism.
  • 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: Reuben Kessel
Triple: [George Stigler, doctoralStudent, Reuben Kessel]
Generated description
Reuben Kessel was an economist known for his work in industrial organization and regulation, and for being a doctoral student of Nobel laureate George Stigler.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Reuben Kessel
Target entity description: Reuben Kessel was an economist known for his work in industrial organization and regulation, and for being a doctoral student of Nobel laureate George Stigler.
  • A. Reuben Hahn
    Reuben Hahn is an individual notable enough to be recognized as a namesake of the surname Hahn.
  • B. Benjamin Stoloff
    Benjamin Stoloff was an American film director active during the early to mid-20th century, known for his work on comedies and genre films in Hollywood.
  • C. Reuben Kemper
    Reuben Kemper was an early 19th-century American frontier figure and filibuster known for his involvement in rebellious activities along the Gulf Coast, particularly in the West Florida region.
  • D. Orr Dunkelman
    Orr Dunkelman is an Israeli cryptographer and computer scientist known for his contributions to symmetric-key cryptanalysis and the design and analysis of cryptographic algorithms.
  • E. Eddie Tabash
    Eddie Tabash is an American atheist lawyer and civil liberties advocate known for his public debates defending secularism and challenging theism.
  • 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_69d7bdef90d48190b46b88270e780946 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d961ebd17081909f983567e4b36533 completed April 10, 2026, 8:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69f671ae935c8190a7fc2cf3c0987248 completed May 2, 2026, 9:50 p.m.
NEDg Description generation batch_69f6740129688190b286ce7acb4848c7 completed May 2, 2026, 10 p.m.
NED2 Entity disambiguation (via description) batch_69f675249d248190933421df49d3a2ab completed May 2, 2026, 10:05 p.m.
Created at: April 9, 2026, 5:22 p.m.