Triple

T2076014
Position Surface form Disambiguated ID Type / Status
Subject Heiberger, Alabama, United States E44924 entity
Predicate namedFor P63 FINISHED
Object Frederick Heiberger
Frederick Heiberger was the individual after whom the unincorporated community of Heiberger in Alabama, United States, was named.
E454925 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: Frederick Heiberger | Statement: [Heiberger, Alabama, United States, namedFor, Frederick Heiberger]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Frederick Heiberger
Context triple: [Heiberger, Alabama, United States, namedFor, Frederick Heiberger]
  • A. Martin J. Hillenbrand
    Martin J. Hillenbrand was an American career diplomat who held several key Cold War-era posts, including serving as U.S. Ambassador to Hungary and later to the Federal Republic of Germany.
  • B. Timothy L. Pflueger
    Timothy L. Pflueger was a prominent American architect known for his influential Art Deco and Moderne designs in the San Francisco Bay Area, including major theaters, skyscrapers, and civic projects.
  • C. Charles Rettig
    Charles Rettig is an American tax attorney who served as the Commissioner of the Internal Revenue Service (IRS) from 2018 to 2022.
  • D. John Kiffmeyer
    John Kiffmeyer is an American drummer best known for being the original drummer of the punk rock band Green Day during their early years.
  • E. Nathan H. Knorr
    Nathan H. Knorr was the third president of the Watch Tower Bible and Tract Society, under whose leadership Jehovah’s Witnesses expanded globally and emphasized systematic Bible 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: Frederick Heiberger
Triple: [Heiberger, Alabama, United States, namedFor, Frederick Heiberger]
Generated description
Frederick Heiberger was the individual after whom the unincorporated community of Heiberger in Alabama, United States, was named.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Frederick Heiberger
Target entity description: Frederick Heiberger was the individual after whom the unincorporated community of Heiberger in Alabama, United States, was named.
  • A. Martin J. Hillenbrand
    Martin J. Hillenbrand was an American career diplomat who held several key Cold War-era posts, including serving as U.S. Ambassador to Hungary and later to the Federal Republic of Germany.
  • B. Timothy L. Pflueger
    Timothy L. Pflueger was a prominent American architect known for his influential Art Deco and Moderne designs in the San Francisco Bay Area, including major theaters, skyscrapers, and civic projects.
  • C. Charles Rettig
    Charles Rettig is an American tax attorney who served as the Commissioner of the Internal Revenue Service (IRS) from 2018 to 2022.
  • D. John Kiffmeyer
    John Kiffmeyer is an American drummer best known for being the original drummer of the punk rock band Green Day during their early years.
  • E. Nathan H. Knorr
    Nathan H. Knorr was the third president of the Watch Tower Bible and Tract Society, under whose leadership Jehovah’s Witnesses expanded globally and emphasized systematic Bible 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_69a88916c2b48190a5ca2e9b12cad3ed completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abba127dcc81909c2365d455eeb746 completed March 7, 2026, 5:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69bde0234b6481908dcf37da32cf856b completed March 21, 2026, 12:02 a.m.
NEDg Description generation batch_69bde3aefee8819097c472928dca0869 completed March 21, 2026, 12:17 a.m.
NED2 Entity disambiguation (via description) batch_69bde40688a0819098caec5dd544ed8d completed March 21, 2026, 12:19 a.m.
Created at: March 4, 2026, 7:41 p.m.