Triple

T2491773
Position Surface form Disambiguated ID Type / Status
Subject Texas's 14th congressional district E52058 entity
Predicate previousRepresentative P97 FINISHED
Object Greg Laughlin
Greg Laughlin is an American politician and attorney who served as a U.S. Representative from Texas in the 1990s, notably switching from the Democratic to the Republican Party during his tenure.
E273400 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: Greg Laughlin | Statement: [Texas's 14th congressional district, previousRepresentative, Greg Laughlin]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Greg Laughlin
Context triple: [Texas's 14th congressional district, previousRepresentative, Greg Laughlin]
  • A. Chad Trujillo
    Chad Trujillo is an American astronomer known for his role in the discovery of distant trans-Neptunian objects, including the dwarf planet Eris.
  • B. Chris Seager
    Chris Seager is a British cinematographer known for his work on film and television dramas, including the production "Gideon's Daughter."
  • C. Mark Ciardi
    Mark Ciardi is an American film producer and former Major League Baseball pitcher best known for producing inspirational sports and historical dramas such as "The Rookie," "Miracle," and "Chappaquiddick."
  • D. Michael E. Brown
    Michael E. Brown is an American astronomer known for his discoveries of distant trans-Neptunian objects that reshaped the definition of planets in our solar system.
  • E. David Vonderhaar
    David Vonderhaar is a video game designer best known as a leading multiplayer and design director on the Call of Duty: Black Ops series.
  • 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: Greg Laughlin
Triple: [Texas's 14th congressional district, previousRepresentative, Greg Laughlin]
Generated description
Greg Laughlin is an American politician and attorney who served as a U.S. Representative from Texas in the 1990s, notably switching from the Democratic to the Republican Party during his tenure.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Greg Laughlin
Target entity description: Greg Laughlin is an American politician and attorney who served as a U.S. Representative from Texas in the 1990s, notably switching from the Democratic to the Republican Party during his tenure.
  • A. Chad Trujillo
    Chad Trujillo is an American astronomer known for his role in the discovery of distant trans-Neptunian objects, including the dwarf planet Eris.
  • B. Chris Seager
    Chris Seager is a British cinematographer known for his work on film and television dramas, including the production "Gideon's Daughter."
  • C. Mark Ciardi
    Mark Ciardi is an American film producer and former Major League Baseball pitcher best known for producing inspirational sports and historical dramas such as "The Rookie," "Miracle," and "Chappaquiddick."
  • D. Michael E. Brown
    Michael E. Brown is an American astronomer known for his discoveries of distant trans-Neptunian objects that reshaped the definition of planets in our solar system.
  • E. David Vonderhaar
    David Vonderhaar is a video game designer best known as a leading multiplayer and design director on the Call of Duty: Black Ops series.
  • 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_69ab4955111c8190835bf619adec21ff completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1914ca48190ab0a6cc5f1bd2f56 completed March 7, 2026, 7:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1f93a29081908de1107bf0f96647 completed March 9, 2026, 7:29 p.m.
NEDg Description generation batch_69af213dd1dc8190ae05fd58b9a4487b completed March 9, 2026, 7:36 p.m.
NED2 Entity disambiguation (via description) batch_69af220603308190904e2e28ecb3ad09 completed March 9, 2026, 7:39 p.m.
Created at: March 6, 2026, 9:45 p.m.