Triple

T21353653
Position Surface form Disambiguated ID Type / Status
Subject Madison County, North Carolina E526553 entity
Predicate containsSettlement P847 FINISHED
Object Hot Springs
Hot Springs is a small town in western North Carolina known for its natural mineral hot springs and scenic location along the Appalachian Trail.
E1480461 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 | Statement: [Madison County, North Carolina, containsSettlement, Hot Springs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hot Springs
Context triple: [Madison County, North Carolina, containsSettlement, Hot Springs]
  • A. 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.
  • B. Warm Springs
    Warm Springs is the historic mineral spring area in Berkeley Springs, West Virginia, renowned for its natural warm waters and long-standing use as a health resort.
  • C. Warm Springs
    Warm Springs is a neighborhood and district in the southern part of Fremont, California, known for its residential communities and proximity to major tech and industrial centers.
  • D. Eureka Springs, Arkansas
    Eureka Springs, Arkansas is a historic Victorian resort town in the Ozark Mountains known for its preserved architecture, natural springs, and vibrant arts and tourism scene.
  • E. Hot Springs, Arkansas, United States
    Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
  • 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
Triple: [Madison County, North Carolina, containsSettlement, Hot Springs]
Generated description
Hot Springs is a small town in western North Carolina known for its natural mineral hot springs and scenic location along the Appalachian Trail.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hot Springs
Target entity description: Hot Springs is a small town in western North Carolina known for its natural mineral hot springs and scenic location along the Appalachian Trail.
  • A. 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.
  • B. Warm Springs
    Warm Springs is a neighborhood and district in the southern part of Fremont, California, known for its residential communities and proximity to major tech and industrial centers.
  • C. Warm Springs
    Warm Springs is the historic mineral spring area in Berkeley Springs, West Virginia, renowned for its natural warm waters and long-standing use as a health resort.
  • D. Eureka Springs, Arkansas
    Eureka Springs, Arkansas is a historic Victorian resort town in the Ozark Mountains known for its preserved architecture, natural springs, and vibrant arts and tourism scene.
  • E. Hot Springs, Arkansas, United States
    Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
  • 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_69e0b51cd5cc81909ac1187971e8a8ad completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69ee5bac9e1481909121e89f046c77f6 completed April 26, 2026, 6:38 p.m.
NED1 Entity disambiguation (via context triple) batch_6a09ad61410081909dbed86cc6b70bca completed May 17, 2026, 11:58 a.m.
NEDg Description generation batch_6a09ae7ab31081908d57ff9ffe7c223b completed May 17, 2026, 12:03 p.m.
NED2 Entity disambiguation (via description) batch_6a09af42dc78819096e4e08f8ec44f71 completed May 17, 2026, 12:06 p.m.
Created at: April 16, 2026, 5:05 p.m.