Triple
T13142686
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Benton County, Arkansas |
E312248
|
entity |
| Predicate | containsCity |
P294
|
FINISHED |
| Object |
Sulphur Springs, Arkansas
Sulphur Springs, Arkansas is a small city in northwestern Arkansas known historically as a mineral-springs resort community.
|
E1063419
|
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: Sulphur Springs, Arkansas | Statement: [Benton County, Arkansas, containsCity, Sulphur Springs, Arkansas]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Sulphur Springs, Arkansas Context triple: [Benton County, Arkansas, containsCity, Sulphur Springs, Arkansas]
-
A.
Cave Springs, Arkansas
Cave Springs, Arkansas is a small city in northwest Arkansas known for its suburban residential character and proximity to the larger communities of the rapidly growing Benton County region.
-
B.
Siloam Springs, Arkansas
Siloam Springs, Arkansas is a small city in northwestern Arkansas known for its historic downtown, natural springs, and proximity to the Oklahoma border.
-
C.
Bull Shoals, Arkansas
Bull Shoals, Arkansas is a small resort town in northern Arkansas known for tourism, fishing, and outdoor recreation centered around nearby Bull Shoals Lake and the White River.
-
D.
Sunset, Arkansas
Sunset, Arkansas is a small town located in Crittenden County in the eastern part of the state, near the Mississippi River and the Memphis metropolitan area.
-
E.
El Dorado, Arkansas
El Dorado, Arkansas is a small city in southern Arkansas known historically for its oil boom and as a regional economic and cultural center within the Ark-La-Tex area.
- 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: Sulphur Springs, Arkansas Triple: [Benton County, Arkansas, containsCity, Sulphur Springs, Arkansas]
Generated description
Sulphur Springs, Arkansas is a small city in northwestern Arkansas known historically as a mineral-springs resort community.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Sulphur Springs, Arkansas Target entity description: Sulphur Springs, Arkansas is a small city in northwestern Arkansas known historically as a mineral-springs resort community.
-
A.
Cave Springs, Arkansas
Cave Springs, Arkansas is a small city in northwest Arkansas known for its suburban residential character and proximity to the larger communities of the rapidly growing Benton County region.
-
B.
Siloam Springs, Arkansas
Siloam Springs, Arkansas is a small city in northwestern Arkansas known for its historic downtown, natural springs, and proximity to the Oklahoma border.
-
C.
Bull Shoals, Arkansas
Bull Shoals, Arkansas is a small resort town in northern Arkansas known for tourism, fishing, and outdoor recreation centered around nearby Bull Shoals Lake and the White River.
-
D.
Sunset, Arkansas
Sunset, Arkansas is a small town located in Crittenden County in the eastern part of the state, near the Mississippi River and the Memphis metropolitan area.
-
E.
El Dorado, Arkansas
El Dorado, Arkansas is a small city in southern Arkansas known historically for its oil boom and as a regional economic and cultural center within the Ark-La-Tex area.
- 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_69d806aabde48190899e13e41659cae5 |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69d981d24da48190b99e713878e8d003 |
completed | April 10, 2026, 11:03 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f7b8c0b24c819082d0ec947b7d99ea |
completed | May 3, 2026, 9:06 p.m. |
| NEDg | Description generation | batch_69f7b974fce88190ace5030555b7b5f1 |
completed | May 3, 2026, 9:09 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f7ba99ad9c8190906b6b63cf27a446 |
completed | May 3, 2026, 9:14 p.m. |
Created at: April 9, 2026, 9:10 p.m.