Triple
T2216107
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Billy Bob Thornton |
E48035
|
entity |
| Predicate | placeOfBirth |
P1
|
FINISHED |
| Object |
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.
|
E244307
|
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, Arkansas, United States | Statement: [Billy Bob Thornton, placeOfBirth, Hot Springs, Arkansas, United States]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hot Springs, Arkansas, United States Context triple: [Billy Bob Thornton, placeOfBirth, Hot Springs, Arkansas, United States]
-
A.
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.
-
B.
Blytheville, Arkansas
Blytheville, Arkansas is a small city in northeastern Arkansas near the Mississippi River, historically known for its agricultural economy and later for its role as a regional industrial and transportation hub.
-
C.
Fayetteville, Arkansas, United States
Fayetteville, Arkansas, United States is a city in northwest Arkansas known as the home of the University of Arkansas and a regional center for education, culture, and the arts.
-
D.
Benton, Arkansas
Benton, Arkansas is a small city in central Arkansas that serves as the county seat of Saline County and a suburban community within the Little Rock metropolitan area.
-
E.
West Memphis, Arkansas
West Memphis, Arkansas is a small city in Crittenden County located just across the Mississippi River from Memphis, Tennessee, functioning as a key suburb and transportation hub within the greater Memphis metropolitan 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: Hot Springs, Arkansas, United States Triple: [Billy Bob Thornton, placeOfBirth, Hot Springs, Arkansas, United States]
Generated description
Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hot Springs, Arkansas, United States Target entity description: Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
-
A.
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.
-
B.
Blytheville, Arkansas
Blytheville, Arkansas is a small city in northeastern Arkansas near the Mississippi River, historically known for its agricultural economy and later for its role as a regional industrial and transportation hub.
-
C.
Fayetteville, Arkansas, United States
Fayetteville, Arkansas, United States is a city in northwest Arkansas known as the home of the University of Arkansas and a regional center for education, culture, and the arts.
-
D.
Benton, Arkansas
Benton, Arkansas is a small city in central Arkansas that serves as the county seat of Saline County and a suburban community within the Little Rock metropolitan area.
-
E.
West Memphis, Arkansas
West Memphis, Arkansas is a small city in Crittenden County located just across the Mississippi River from Memphis, Tennessee, functioning as a key suburb and transportation hub within the greater Memphis metropolitan 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_69a88aa1ee708190862c8c378c41e9eb |
completed | March 4, 2026, 7:40 p.m. |
| NER | Named-entity recognition | batch_69abc00f4c3881909d03301fcdfa8b67 |
completed | March 7, 2026, 6:05 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae65571b9481908f992cee85ee59eb |
completed | March 9, 2026, 6:14 a.m. |
| NEDg | Description generation | batch_69ae66411d848190a529018ad3765597 |
completed | March 9, 2026, 6:18 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae66a8cd9881908df2873e6159f293 |
completed | March 9, 2026, 6:20 a.m. |
Created at: March 4, 2026, 7:46 p.m.