Triple

T2329628
Position Surface form Disambiguated ID Type / Status
Subject Texas's 7th congressional district E48370 entity
Predicate previousNotableRepresentative P36758 FINISHED
Object John Culberson
John Culberson is an American Republican politician and attorney who represented Texas in the U.S. House of Representatives from 2001 to 2019.
E265534 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: John Culberson | Statement: [Texas's 7th congressional district, previousNotableRepresentative, John Culberson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Culberson
Context triple: [Texas's 7th congressional district, previousNotableRepresentative, John Culberson]
  • A. Klyde Warren
    Klyde Warren is the namesake of Dallas’s Klyde Warren Park, a prominent urban green space built over a freeway in the city’s downtown area.
  • B. John Bridgeland
    John Bridgeland is an American public policy expert and former White House official known for leading domestic policy initiatives and later founding and directing prominent civic and social impact organizations.
  • C. Riley P. Bechtel
    Riley P. Bechtel is an American billionaire businessman who served as chairman and CEO of Bechtel Corporation, one of the world’s largest engineering and construction firms.
  • D. Michael Rogers
    Michael Rogers is a relatively common personal name shared by multiple individuals across fields such as politics, sports, and the arts, rather than referring to one singular widely recognized figure.
  • E. John Requa
    John Requa is an American screenwriter and director known for co-writing films such as "Bad Santa," "I Love You Phillip Morris," and "Jungle Cruise."
  • 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: John Culberson
Triple: [Texas's 7th congressional district, previousNotableRepresentative, John Culberson]
Generated description
John Culberson is an American Republican politician and attorney who represented Texas in the U.S. House of Representatives from 2001 to 2019.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Culberson
Target entity description: John Culberson is an American Republican politician and attorney who represented Texas in the U.S. House of Representatives from 2001 to 2019.
  • A. Klyde Warren
    Klyde Warren is the namesake of Dallas’s Klyde Warren Park, a prominent urban green space built over a freeway in the city’s downtown area.
  • B. John Bridgeland
    John Bridgeland is an American public policy expert and former White House official known for leading domestic policy initiatives and later founding and directing prominent civic and social impact organizations.
  • C. Riley P. Bechtel
    Riley P. Bechtel is an American billionaire businessman who served as chairman and CEO of Bechtel Corporation, one of the world’s largest engineering and construction firms.
  • D. Michael Rogers
    Michael Rogers is a relatively common personal name shared by multiple individuals across fields such as politics, sports, and the arts, rather than referring to one singular widely recognized figure.
  • E. John Requa
    John Requa is an American screenwriter and director known for co-writing films such as "Bad Santa," "I Love You Phillip Morris," and "Jungle Cruise."
  • 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_69a88aa308a88190b0b86c011fda7fce completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abd0d6b0e48190aee9131ca182e52f completed March 7, 2026, 7:16 a.m.
NED1 Entity disambiguation (via context triple) batch_69aebf2ae2c4819083403236e27d4b5e completed March 9, 2026, 12:38 p.m.
NEDg Description generation batch_69aec4bf846c8190a75ac57309a0102b completed March 9, 2026, 1:01 p.m.
NED2 Entity disambiguation (via description) batch_69aec52ac8dc819080901508cbcb3b8b completed March 9, 2026, 1:03 p.m.
Created at: March 4, 2026, 7:50 p.m.