Triple

T3136909
Position Surface form Disambiguated ID Type / Status
Subject Nikki Haley E65553 entity
Predicate placeOfBirth P1 FINISHED
Object Bamberg, South Carolina, United States
Bamberg, South Carolina, United States, is a small rural town best known as the birthplace of politician and former U.S. ambassador to the United Nations Nikki Haley.
E329395 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: Bamberg, South Carolina, United States | Statement: [Nikki Haley, placeOfBirth, Bamberg, South Carolina, United States]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bamberg, South Carolina, United States
Context triple: [Nikki Haley, placeOfBirth, Bamberg, South Carolina, United States]
  • A. Stateburg, South Carolina, United States
    Stateburg, South Carolina, United States, is a historic unincorporated community in Sumter County known for its 18th- and 19th-century heritage and association with Revolutionary War General Thomas Sumter.
  • B. Spartanburg, South Carolina
    Spartanburg, South Carolina is a city in the Upstate region known as a regional economic and educational hub and a key stop on Amtrak’s Crescent passenger rail line.
  • C. Hamburg, South Carolina
    Hamburg, South Carolina was a Reconstruction-era town along the Savannah River that became historically notable as the site of the 1876 Hamburg massacre, a violent white supremacist attack on Black militiamen and citizens.
  • D. Hopkins, South Carolina, United States
    Hopkins, South Carolina, United States is a small unincorporated community near Columbia known as the hometown of WNBA star A’ja Wilson.
  • E. Camden, South Carolina, United States
    Camden, South Carolina, United States, is a historic city known as the oldest inland town in the state and for its role in the American Revolutionary War.
  • 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: Bamberg, South Carolina, United States
Triple: [Nikki Haley, placeOfBirth, Bamberg, South Carolina, United States]
Generated description
Bamberg, South Carolina, United States, is a small rural town best known as the birthplace of politician and former U.S. ambassador to the United Nations Nikki Haley.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bamberg, South Carolina, United States
Target entity description: Bamberg, South Carolina, United States, is a small rural town best known as the birthplace of politician and former U.S. ambassador to the United Nations Nikki Haley.
  • A. Stateburg, South Carolina, United States
    Stateburg, South Carolina, United States, is a historic unincorporated community in Sumter County known for its 18th- and 19th-century heritage and association with Revolutionary War General Thomas Sumter.
  • B. Spartanburg, South Carolina
    Spartanburg, South Carolina is a city in the Upstate region known as a regional economic and educational hub and a key stop on Amtrak’s Crescent passenger rail line.
  • C. Hamburg, South Carolina
    Hamburg, South Carolina was a Reconstruction-era town along the Savannah River that became historically notable as the site of the 1876 Hamburg massacre, a violent white supremacist attack on Black militiamen and citizens.
  • D. Hopkins, South Carolina, United States
    Hopkins, South Carolina, United States is a small unincorporated community near Columbia known as the hometown of WNBA star A’ja Wilson.
  • E. Camden, South Carolina, United States
    Camden, South Carolina, United States, is a historic city known as the oldest inland town in the state and for its role in the American Revolutionary War.
  • 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_69ad8581c25c8190b0d85ba9b9baa531 completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ada564eacc8190a54d07b4eb31c196 completed March 8, 2026, 4:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69b20f8a1a2081909081c36075d4ddbe completed March 12, 2026, 12:57 a.m.
NEDg Description generation batch_69b2137b30508190a5a9a439d77ae3bb completed March 12, 2026, 1:14 a.m.
NED2 Entity disambiguation (via description) batch_69b21413338c8190997d0f2f11f41008 completed March 12, 2026, 1:17 a.m.
Created at: March 8, 2026, 3:05 p.m.