Triple

T7890034
Position Surface form Disambiguated ID Type / Status
Subject Hamburg, Arkansas E183204 entity
Predicate county P75 FINISHED
Object Ashley County, Arkansas
Ashley County, Arkansas is a largely rural county in southeastern Arkansas known for its timber industry, agriculture, and county seat of Hamburg.
E696390 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: Ashley County, Arkansas | Statement: [Hamburg, Arkansas, county, Ashley County, Arkansas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ashley County, Arkansas
Context triple: [Hamburg, Arkansas, county, Ashley County, Arkansas]
  • A. Ouachita County, Arkansas
    Ouachita County, Arkansas is a county in southern Arkansas known for its seat in Camden and its location within the timber-rich, river-laced Gulf Coastal Plain region.
  • B. Pike County, Arkansas
    Pike County, Arkansas is a rural county in southwestern Arkansas known for its natural resources, outdoor recreation, and the Crater of Diamonds State Park where visitors can search for real diamonds.
  • C. Saline County, Arkansas
    Saline County, Arkansas is a central Arkansas county in the Little Rock metropolitan area, known for its suburban communities, growing population, and mix of residential, commercial, and rural landscapes.
  • D. Madison County, Arkansas
    Madison County, Arkansas is a rural county in the Ozark Mountains of northwest Arkansas known for its rugged landscape, small communities, and historical ties to former governor Orval Faubus.
  • E. Baxter County, Arkansas
    Baxter County, Arkansas is a rural county in north-central Arkansas known for its Ozark Mountain scenery, outdoor recreation on Norfork and Bull Shoals Lakes, and county seat of Mountain Home.
  • 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: Ashley County, Arkansas
Triple: [Hamburg, Arkansas, county, Ashley County, Arkansas]
Generated description
Ashley County, Arkansas is a largely rural county in southeastern Arkansas known for its timber industry, agriculture, and county seat of Hamburg.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ashley County, Arkansas
Target entity description: Ashley County, Arkansas is a largely rural county in southeastern Arkansas known for its timber industry, agriculture, and county seat of Hamburg.
  • A. Ouachita County, Arkansas
    Ouachita County, Arkansas is a county in southern Arkansas known for its seat in Camden and its location within the timber-rich, river-laced Gulf Coastal Plain region.
  • B. Pike County, Arkansas
    Pike County, Arkansas is a rural county in southwestern Arkansas known for its natural resources, outdoor recreation, and the Crater of Diamonds State Park where visitors can search for real diamonds.
  • C. Saline County, Arkansas
    Saline County, Arkansas is a central Arkansas county in the Little Rock metropolitan area, known for its suburban communities, growing population, and mix of residential, commercial, and rural landscapes.
  • D. Madison County, Arkansas
    Madison County, Arkansas is a rural county in the Ozark Mountains of northwest Arkansas known for its rugged landscape, small communities, and historical ties to former governor Orval Faubus.
  • E. Baxter County, Arkansas
    Baxter County, Arkansas is a rural county in north-central Arkansas known for its Ozark Mountain scenery, outdoor recreation on Norfork and Bull Shoals Lakes, and county seat of Mountain Home.
  • 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_69ca828c474c8190a254d6499871eaff completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb39ecb700819091c1bdfa95349d36 completed March 31, 2026, 3:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69cb5b9f47cc8190a6f9fc087010ad96 completed March 31, 2026, 5:29 a.m.
NEDg Description generation batch_69cb5df0287881908bce1a4449e9f252 completed March 31, 2026, 5:38 a.m.
NED2 Entity disambiguation (via description) batch_69cb769944d08190ba8c2f5fe76e037b completed March 31, 2026, 7:24 a.m.
Created at: March 30, 2026, 5 p.m.