Triple

T17536945
Position Surface form Disambiguated ID Type / Status
Subject Gary Clyde Hufbauer E427084 entity
Predicate familyName P18 FINISHED
Object Hufbauer
Hufbauer is a surname most prominently associated with Gary Clyde Hufbauer, an American economist known for his work on international trade and economic policy.
E1274013 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: Hufbauer | Statement: [Gary Clyde Hufbauer, familyName, Hufbauer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hufbauer
Context triple: [Gary Clyde Hufbauer, familyName, Hufbauer]
  • A. Neubauer
    Neubauer is a German surname borne by various notable individuals, including activists, politicians, and academics.
  • B. Hofbauer
    Hofbauer is an Austrian premium chocolate and confectionery brand owned by Lindt & Sprüngli, known for its traditional pralines and boxed chocolates.
  • C. Emhoff
    Emhoff is the surname of Doug Emhoff, an American lawyer best known as the husband of U.S. Vice President Kamala Harris and the first Second Gentleman of the United States.
  • D. Eisenhauer
    Eisenhauer is a German-origin surname best known as the ancestral form of the name borne by U.S. President Dwight D. Eisenhower.
  • E. Hufstedler
    Hufstedler is the surname of Shirley Hufstedler, a prominent American judge and the first U.S. Secretary of Education.
  • 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: Hufbauer
Triple: [Gary Clyde Hufbauer, familyName, Hufbauer]
Generated description
Hufbauer is a surname most prominently associated with Gary Clyde Hufbauer, an American economist known for his work on international trade and economic policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hufbauer
Target entity description: Hufbauer is a surname most prominently associated with Gary Clyde Hufbauer, an American economist known for his work on international trade and economic policy.
  • A. Neubauer
    Neubauer is a German surname borne by various notable individuals, including activists, politicians, and academics.
  • B. Hofbauer
    Hofbauer is an Austrian premium chocolate and confectionery brand owned by Lindt & Sprüngli, known for its traditional pralines and boxed chocolates.
  • C. Emhoff
    Emhoff is the surname of Doug Emhoff, an American lawyer best known as the husband of U.S. Vice President Kamala Harris and the first Second Gentleman of the United States.
  • D. Eisenhauer
    Eisenhauer is a German-origin surname best known as the ancestral form of the name borne by U.S. President Dwight D. Eisenhower.
  • E. Hufstedler
    Hufstedler is the surname of Shirley Hufstedler, a prominent American judge and the first U.S. Secretary of Education.
  • 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_69d889de677081909b22d2657b1f0292 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e4536d03dc81908b8a58f66657c01a completed April 19, 2026, 4 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01c95009fc81909ab2a341c105b046 completed May 11, 2026, 12:19 p.m.
NEDg Description generation batch_6a01cb6b09648190972d5b26bea7b5bf completed May 11, 2026, 12:28 p.m.
NED2 Entity disambiguation (via description) batch_6a01cbe36900819080ae960724848db8 completed May 11, 2026, 12:30 p.m.
Created at: April 10, 2026, 5:49 a.m.