Triple

T12016362
Position Surface form Disambiguated ID Type / Status
Subject Gino's Hamburgers E286035 entity
Predicate foundedBy P104 FINISHED
Object Louis Fischer
Louis Fischer was an American entrepreneur best known as the founder of the Gino's Hamburgers fast-food restaurant chain.
E1016941 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: Louis Fischer | Statement: [Gino's Hamburgers, foundedBy, Louis Fischer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Louis Fischer
Context triple: [Gino's Hamburgers, foundedBy, Louis Fischer]
  • A. Charles Schoenbaum
    Charles Schoenbaum was an American cinematographer known for his work on numerous Hollywood films during the mid-20th century.
  • B. Walter Blum
    Walter Blum is a German mathematician known for his contributions to algebra and mathematical education.
  • C. Walter Reder
    Walter Reder was an Austrian SS officer and war criminal notorious for leading brutal anti-partisan operations in Italy during World War II.
  • D. Charles Waldstein
    Charles Waldstein was an American-born archaeologist and classical scholar best known for his excavations in Greece and his contributions to the study of ancient Greek art and sanctuaries.
  • E. Louis Wolheim
    Louis Wolheim was an American character actor of the silent and early sound era, best known for his rugged features and memorable roles in films such as "All Quiet on the Western Front."
  • 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: Louis Fischer
Triple: [Gino's Hamburgers, foundedBy, Louis Fischer]
Generated description
Louis Fischer was an American entrepreneur best known as the founder of the Gino's Hamburgers fast-food restaurant chain.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Louis Fischer
Target entity description: Louis Fischer was an American entrepreneur best known as the founder of the Gino's Hamburgers fast-food restaurant chain.
  • A. Charles Schoenbaum
    Charles Schoenbaum was an American cinematographer known for his work on numerous Hollywood films during the mid-20th century.
  • B. Walter Blum
    Walter Blum is a German mathematician known for his contributions to algebra and mathematical education.
  • C. Walter Reder
    Walter Reder was an Austrian SS officer and war criminal notorious for leading brutal anti-partisan operations in Italy during World War II.
  • D. Charles Waldstein
    Charles Waldstein was an American-born archaeologist and classical scholar best known for his excavations in Greece and his contributions to the study of ancient Greek art and sanctuaries.
  • E. Louis Wolheim
    Louis Wolheim was an American character actor of the silent and early sound era, best known for his rugged features and memorable roles in films such as "All Quiet on the Western Front."
  • 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_69d6ab45a368819084fce08bf0dc3705 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903d9b17881908894be80d7c1b64e completed April 10, 2026, 2:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6cbac5b0881908cc98458f1b3004d completed May 3, 2026, 4:14 a.m.
NEDg Description generation batch_69f6cd0d21e08190855dcbee000fc25d completed May 3, 2026, 4:20 a.m.
NED2 Entity disambiguation (via description) batch_69f6ce6b220c8190b1f49a9b2bfce692 completed May 3, 2026, 4:26 a.m.
Created at: April 8, 2026, 9:47 p.m.