Triple

T10368109
Position Surface form Disambiguated ID Type / Status
Subject Hot Springs, Arkansas E244307 entity
Predicate locatedInMetropolitanArea P294 FINISHED
Object Hot Springs Metropolitan Statistical Area
The Hot Springs Metropolitan Statistical Area is a U.S. Census-defined region in central Arkansas centered on the city of Hot Springs and its surrounding communities, used for demographic and economic analysis.
 E860673 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: Hot Springs Metropolitan Statistical Area | Statement: [Hot Springs, Arkansas, locatedInMetropolitanArea, Hot Springs Metropolitan Statistical Area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hot Springs Metropolitan Statistical Area
Context triple: [Hot Springs, Arkansas, locatedInMetropolitanArea, Hot Springs Metropolitan Statistical Area]
  • A. Greenwood micropolitan area
    The Greenwood micropolitan area is a small urban-centered region in Mississippi anchored by the city of Greenwood and its surrounding communities.
  • B. Fort Smith metropolitan area
    The Fort Smith metropolitan area is a multi-county urban and economic region centered on the city of Fort Smith, spanning parts of western Arkansas and eastern Oklahoma.
  • C. Ruston micropolitan area
    The Ruston micropolitan area is a small urban region in northern Louisiana centered on the city of Ruston, known for its role as an educational and economic hub within the Ark-La-Tex.
  • D. The City of Hot Springs
    The City of Hot Springs is a popular Philippine city renowned for its numerous natural hot spring resorts and scenic views of Mount Makiling.
  • E. Vermillion micropolitan area
    The Vermillion micropolitan area is a small urban and surrounding rural region centered on the city of Vermillion in southeastern South Dakota, known for hosting the University of South Dakota.
  • 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: Hot Springs Metropolitan Statistical Area
Triple: [Hot Springs, Arkansas, locatedInMetropolitanArea, Hot Springs Metropolitan Statistical Area]
Generated description
The Hot Springs Metropolitan Statistical Area is a U.S. Census-defined region in central Arkansas centered on the city of Hot Springs and its surrounding communities, used for demographic and economic analysis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hot Springs Metropolitan Statistical Area
Target entity description: The Hot Springs Metropolitan Statistical Area is a U.S. Census-defined region in central Arkansas centered on the city of Hot Springs and its surrounding communities, used for demographic and economic analysis.
  • A. Greenwood micropolitan area
    The Greenwood micropolitan area is a small urban-centered region in Mississippi anchored by the city of Greenwood and its surrounding communities.
  • B. Fort Smith metropolitan area
    The Fort Smith metropolitan area is a multi-county urban and economic region centered on the city of Fort Smith, spanning parts of western Arkansas and eastern Oklahoma.
  • C. Ruston micropolitan area
    The Ruston micropolitan area is a small urban region in northern Louisiana centered on the city of Ruston, known for its role as an educational and economic hub within the Ark-La-Tex.
  • D. The City of Hot Springs
    The City of Hot Springs is a popular Philippine city renowned for its numerous natural hot spring resorts and scenic views of Mount Makiling.
  • E. Vermillion micropolitan area
    The Vermillion micropolitan area is a small urban and surrounding rural region centered on the city of Vermillion in southeastern South Dakota, known for hosting the University of South Dakota.
  • 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_69d381b3e328819094b23b8edcd29b5a completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d4e97106448190a075948e63184f47 completed April 7, 2026, 11:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69d79546b078819089dec7628c95a681 completed April 9, 2026, 12:02 p.m.
NEDg Description generation batch_69d7bdde34408190a047ede29b91e182 completed April 9, 2026, 2:55 p.m.
NED2 Entity disambiguation (via description) batch_69d7e5fc6a008190b2a2326840074b53 completed April 9, 2026, 5:46 p.m.
Created at: April 6, 2026, 12:01 p.m.