Triple

T22948499
Position Surface form Disambiguated ID Type / Status
Subject Boone County, Arkansas E569939 entity
Predicate hasUnincorporatedCommunity P6345 FINISHED
Object Valley Springs, Arkansas
Valley Springs, Arkansas is a small rural community located in Boone County in northern Arkansas.
E1563386 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: Valley Springs, Arkansas | Statement: [Boone County, Arkansas, hasUnincorporatedCommunity, Valley Springs, Arkansas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Valley Springs, Arkansas
Context triple: [Boone County, Arkansas, hasUnincorporatedCommunity, Valley Springs, Arkansas]
  • A. Elm Springs, Arkansas
    Elm Springs, Arkansas is a small city in northwest Arkansas that forms part of the rapidly growing Northwest Arkansas metropolitan region.
  • B. Black Springs, Arkansas
    Black Springs, Arkansas is a small town in Montgomery County known for its location in the Ouachita Mountains near the headwaters of the Caddo River.
  • C. Sulphur Springs, Arkansas
    Sulphur Springs, Arkansas is a small city in northwestern Arkansas known historically as a mineral-springs resort community.
  • D. Springtown, Arkansas
    Springtown, Arkansas is a small rural town located in Benton County in the northwestern region of the state.
  • E. Whelen Springs, Arkansas
    Whelen Springs, Arkansas is a small rural town located in Clark County in the southern part of the state.
  • 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: Valley Springs, Arkansas
Triple: [Boone County, Arkansas, hasUnincorporatedCommunity, Valley Springs, Arkansas]
Generated description
Valley Springs, Arkansas is a small rural community located in Boone County in northern Arkansas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Valley Springs, Arkansas
Target entity description: Valley Springs, Arkansas is a small rural community located in Boone County in northern Arkansas.
  • A. Elm Springs, Arkansas
    Elm Springs, Arkansas is a small city in northwest Arkansas that forms part of the rapidly growing Northwest Arkansas metropolitan region.
  • B. Black Springs, Arkansas
    Black Springs, Arkansas is a small town in Montgomery County known for its location in the Ouachita Mountains near the headwaters of the Caddo River.
  • C. Sulphur Springs, Arkansas
    Sulphur Springs, Arkansas is a small city in northwestern Arkansas known historically as a mineral-springs resort community.
  • D. Springtown, Arkansas
    Springtown, Arkansas is a small rural town located in Benton County in the northwestern region of the state.
  • E. Whelen Springs, Arkansas
    Whelen Springs, Arkansas is a small rural town located in Clark County in the southern part of the state.
  • 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_69e2459199d08190a8184ee2aa935842 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1819fbf8c8190ad80c93f1507aa73 completed April 29, 2026, 3:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bca161ddc8190923967d024e894ba completed May 19, 2026, 2:25 a.m.
NEDg Description generation batch_6a0bcaebed688190b2ea74c588922d98 completed May 19, 2026, 2:29 a.m.
NED2 Entity disambiguation (via description) batch_6a0bcbec354081909dbeeb389e86d38c completed May 19, 2026, 2:33 a.m.
Created at: April 17, 2026, 3:46 p.m.